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pip install vectorbt optuna xgboost lightgbm catboost
Collecting vectorbt Using cached vectorbt-0.26.2.tar.gz (485 kB) Preparing metadata (setup.py) ... done Collecting optuna Using cached optuna-4.0.0-py3-none-any.whl.metadata (16 kB) Requirement already satisfied: xgboost in /usr/local/lib/python3.10/dist-packages (2.1.1) Requirement already satisfied: lightgbm in /usr/local/lib/python3.10/dist-packages (4.5.0) Collecting catboost Using cached catboost-1.2.7-cp310-cp310-manylinux2014_x86_64.whl.metadata (1.2 kB) Requirement already satisfied: numpy<2.0.0,>=1.16.5 in /usr/local/lib/python3.10/dist-packages (from vectorbt) (1.26.4) Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from vectorbt) (2.2.2) Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from vectorbt) (1.13.1) Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from vectorbt) (3.7.1) Requirement already satisfied: plotly>=4.12.0 in /usr/local/lib/python3.10/dist-packages (from vectorbt) (5.24.1) Requirement already satisfied: ipywidgets>=7.0.0 in /usr/local/lib/python3.10/dist-packages (from vectorbt) (7.7.1) Collecting dill (from vectorbt) Downloading dill-0.3.9-py3-none-any.whl.metadata (10 kB) Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from vectorbt) (4.66.5) Collecting dateparser (from vectorbt) Downloading dateparser-1.2.0-py2.py3-none-any.whl.metadata (28 kB) Requirement already satisfied: imageio in /usr/local/lib/python3.10/dist-packages (from vectorbt) (2.35.1) Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from vectorbt) (1.5.2) Collecting schedule (from vectorbt) Downloading schedule-1.2.2-py3-none-any.whl.metadata (3.8 kB) Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from vectorbt) (2.32.3) Requirement already satisfied: pytz in /usr/local/lib/python3.10/dist-packages (from vectorbt) (2024.2) Collecting mypy_extensions (from vectorbt) Downloading mypy_extensions-1.0.0-py3-none-any.whl.metadata (1.1 kB) Collecting numba<0.57.0,>=0.56.0 (from vectorbt) Downloading numba-0.56.4-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (2.8 kB) Collecting alembic>=1.5.0 (from optuna) Downloading alembic-1.13.3-py3-none-any.whl.metadata (7.4 kB) Collecting colorlog (from optuna) Downloading colorlog-6.8.2-py3-none-any.whl.metadata (10 kB) Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from optuna) (24.1) Requirement already satisfied: sqlalchemy>=1.3.0 in /usr/local/lib/python3.10/dist-packages (from optuna) (2.0.35) Requirement already satisfied: PyYAML in /usr/local/lib/python3.10/dist-packages (from optuna) (6.0.2) Requirement already satisfied: nvidia-nccl-cu12 in /usr/local/lib/python3.10/dist-packages (from xgboost) (2.23.4) Requirement already satisfied: graphviz in /usr/local/lib/python3.10/dist-packages (from catboost) (0.20.3) Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from catboost) (1.16.0) Collecting Mako (from alembic>=1.5.0->optuna) Downloading Mako-1.3.5-py3-none-any.whl.metadata (2.9 kB) Requirement already satisfied: typing-extensions>=4 in /usr/local/lib/python3.10/dist-packages (from alembic>=1.5.0->optuna) (4.12.2) Requirement already satisfied: ipykernel>=4.5.1 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=7.0.0->vectorbt) (5.5.6) Requirement already satisfied: ipython-genutils~=0.2.0 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=7.0.0->vectorbt) (0.2.0) Requirement already satisfied: traitlets>=4.3.1 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=7.0.0->vectorbt) (5.7.1) Requirement already satisfied: widgetsnbextension~=3.6.0 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=7.0.0->vectorbt) (3.6.9) Requirement already satisfied: ipython>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=7.0.0->vectorbt) (7.34.0) Requirement already satisfied: jupyterlab-widgets>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=7.0.0->vectorbt) (3.0.13) Collecting llvmlite<0.40,>=0.39.0dev0 (from numba<0.57.0,>=0.56.0->vectorbt) Downloading llvmlite-0.39.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.7 kB) Collecting numpy<2.0.0,>=1.16.5 (from vectorbt) Downloading numpy-1.23.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.3 kB) Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from numba<0.57.0,>=0.56.0->vectorbt) (71.0.4) Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->vectorbt) (2.8.2) Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas->vectorbt) (2024.2) Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly>=4.12.0->vectorbt) (9.0.0) Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from sqlalchemy>=1.3.0->optuna) (3.1.1) Requirement already satisfied: regex!=2019.02.19,!=2021.8.27 in /usr/local/lib/python3.10/dist-packages (from dateparser->vectorbt) (2024.9.11) Requirement already satisfied: tzlocal in /usr/local/lib/python3.10/dist-packages (from dateparser->vectorbt) (5.2) Requirement already satisfied: pillow>=8.3.2 in /usr/local/lib/python3.10/dist-packages (from imageio->vectorbt) (10.4.0) Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->vectorbt) (1.3.0) Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->vectorbt) (0.12.1) Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->vectorbt) (4.54.1) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from 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notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (3.1.4) Requirement already satisfied: pyzmq<25,>=17 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (24.0.1) Requirement already satisfied: argon2-cffi in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (23.1.0) Requirement already satisfied: jupyter-core>=4.6.1 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (5.7.2) Requirement already satisfied: nbformat in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (5.10.4) Requirement already satisfied: nbconvert>=5 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (6.5.4) Requirement already satisfied: nest-asyncio>=1.5 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (1.6.0) Requirement already satisfied: Send2Trash>=1.8.0 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (1.8.3) Requirement already satisfied: terminado>=0.8.3 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (0.18.1) Requirement already satisfied: prometheus-client in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (0.21.0) Requirement already satisfied: nbclassic>=0.4.7 in /usr/local/lib/python3.10/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (1.1.0) Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.10/dist-packages (from pexpect>4.3->ipython>=4.0.0->ipywidgets>=7.0.0->vectorbt) (0.7.0) Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets>=7.0.0->vectorbt) (0.2.13) Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from jupyter-core>=4.6.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (4.3.6) Requirement already satisfied: notebook-shim>=0.2.3 in /usr/local/lib/python3.10/dist-packages (from nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (0.2.4) Requirement already satisfied: lxml in /usr/local/lib/python3.10/dist-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets>=7.0.0->vectorbt) (4.9.4) Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from 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directory: /root/.cache/pip/wheels/35/a3/d2/ae1a8cbf659fffc7d1890123df1a7fa2e7f6df587c1dca71cd Successfully built vectorbt Installing collected packages: schedule, numpy, mypy_extensions, Mako, llvmlite, jedi, dill, colorlog, numba, dateparser, alembic, optuna, catboost, vectorbt Attempting uninstall: numpy Found existing installation: numpy 1.26.4 Uninstalling numpy-1.26.4: Successfully uninstalled numpy-1.26.4 Attempting uninstall: llvmlite Found existing installation: llvmlite 0.43.0 Uninstalling llvmlite-0.43.0: Successfully uninstalled llvmlite-0.43.0 Attempting uninstall: numba Found existing installation: numba 0.60.0 Uninstalling numba-0.60.0: Successfully uninstalled numba-0.60.0 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. albucore 0.0.16 requires numpy>=1.24, but you have numpy 1.23.5 which is incompatible. albumentations 1.4.15 requires numpy>=1.24.4, but you have numpy 1.23.5 which is incompatible. bigframes 1.21.0 requires numpy>=1.24.0, but you have numpy 1.23.5 which is incompatible. chex 0.1.87 requires numpy>=1.24.1, but you have numpy 1.23.5 which is incompatible. cudf-cu12 24.6.1 requires numba>=0.57, but you have numba 0.56.4 which is incompatible. jax 0.4.33 requires numpy>=1.24, but you have numpy 1.23.5 which is incompatible. jaxlib 0.4.33 requires numpy>=1.24, but you have numpy 1.23.5 which is incompatible. rmm-cu12 24.6.0 requires numba>=0.57, but you have numba 0.56.4 which is incompatible. xarray 2024.9.0 requires numpy>=1.24, but you have numpy 1.23.5 which is incompatible. Successfully installed Mako-1.3.5 alembic-1.13.3 catboost-1.2.7 colorlog-6.8.2 dateparser-1.2.0 dill-0.3.9 jedi-0.19.1 llvmlite-0.39.1 mypy_extensions-1.0.0 numba-0.56.4 numpy-1.23.5 optuna-4.0.0 schedule-1.2.2 vectorbt-0.26.2
In [ ]:
!mkdir -p ~/.kaggle
!cp kaggle.json ~/.kaggle/
!chmod 600 /root/.kaggle/kaggle.json
cp: cannot stat 'kaggle.json': No such file or directory chmod: cannot access '/root/.kaggle/kaggle.json': No such file or directory
In [ ]:
!kaggle datasets download -d nareshbhat/2700-historic-crypto-currency-market-price
Dataset URL: https://www.kaggle.com/datasets/nareshbhat/2700-historic-crypto-currency-market-price License(s): unknown Downloading 2700-historic-crypto-currency-market-price.zip to /content 98% 84.0M/85.3M [00:05<00:00, 19.2MB/s] 100% 85.3M/85.3M [00:05<00:00, 15.2MB/s]
In [ ]:
import zipfile
zip_ref = zipfile.ZipFile('/content/2700-historic-crypto-currency-market-price.zip', 'r')
zip_ref.extractall('/content')
zip_ref.close()
In [ ]:
import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
import plotly.io as pio
import matplotlib.pyplot as plt
import seaborn as sns
import numpy as np
In [ ]:
import warnings
warnings.filterwarnings('ignore')
In [ ]:
import pandas as pd
df=pd.read_csv('/content/Crypto data.csv')
df.head()
Out[ ]:
| Date | Symbol | Open | High | Low | Close | Volume | Market Cap | |
|---|---|---|---|---|---|---|---|---|
| 0 | 2013-04-28 | BTC | 135.300003 | 135.979996 | 132.100006 | 134.210007 | 0.0 | 1.488567e+09 |
| 1 | 2013-04-29 | BTC | 134.444000 | 147.488007 | 134.000000 | 144.539993 | 0.0 | 1.603769e+09 |
| 2 | 2013-04-30 | BTC | 144.000000 | 146.929993 | 134.050003 | 139.000000 | 0.0 | 1.542813e+09 |
| 3 | 2013-05-01 | BTC | 139.000000 | 139.889999 | 107.720001 | 116.989998 | 0.0 | 1.298955e+09 |
| 4 | 2013-05-02 | BTC | 116.379997 | 125.599998 | 92.281898 | 105.209999 | 0.0 | 1.168517e+09 |
In [ ]:
df.tail()
Out[ ]:
| Date | Symbol | Open | High | Low | Close | Volume | Market Cap | |
|---|---|---|---|---|---|---|---|---|
| 2154176 | 2021-07-14 | WASP | 0.054110 | 0.055233 | 0.050594 | 0.052351 | 371348.52 | 0.0 |
| 2154177 | 2021-07-15 | WASP | 0.052397 | 0.053941 | 0.048650 | 0.049272 | 249613.93 | 0.0 |
| 2154178 | 2021-07-16 | WASP | 0.048999 | 0.051818 | 0.047904 | 0.049190 | 244034.61 | 0.0 |
| 2154179 | 2021-07-17 | WASP | 0.049256 | 0.049931 | 0.046427 | 0.047547 | 262271.54 | 0.0 |
| 2154180 | 2021-07-18 | WASP | 0.047547 | 0.049737 | 0.046486 | 0.048018 | 272272.64 | 0.0 |
In [ ]:
df.describe()
Out[ ]:
| Open | High | Low | Close | Volume | Market Cap | |
|---|---|---|---|---|---|---|
| count | 2.154181e+06 | 2.154181e+06 | 2.154181e+06 | 2.154181e+06 | 2.154181e+06 | 2.154181e+06 |
| mean | 1.763155e+02 | 1.965789e+02 | 1.566089e+02 | 1.759766e+02 | 6.195626e+07 | 8.164666e+10 |
| std | 5.307271e+03 | 6.755114e+03 | 4.081304e+03 | 5.253363e+03 | 1.623079e+09 | 4.283206e+13 |
| min | 0.000000e+00 | 0.000000e+00 | 0.000000e+00 | 0.000000e+00 | 0.000000e+00 | -1.414391e+09 |
| 25% | 2.029446e-03 | 2.258098e-03 | 1.819240e-03 | 2.027740e-03 | 4.207088e+02 | 9.418303e+04 |
| 50% | 1.837684e-02 | 2.023458e-02 | 1.663030e-02 | 1.834783e-02 | 3.164914e+04 | 1.243593e+06 |
| 75% | 2.091784e-01 | 2.281269e-01 | 1.910960e-01 | 2.088870e-01 | 6.049517e+05 | 1.033638e+07 |
| max | 2.298390e+06 | 2.926100e+06 | 2.030590e+06 | 2.300740e+06 | 3.509679e+11 | 2.932833e+16 |
In [ ]:
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2154181 entries, 0 to 2154180 Data columns (total 8 columns): # Column Dtype --- ------ ----- 0 Date object 1 Symbol object 2 Open float64 3 High float64 4 Low float64 5 Close float64 6 Volume float64 7 Market Cap float64 dtypes: float64(6), object(2) memory usage: 131.5+ MB
In [ ]:
df.isnull().sum()
Out[ ]:
| 0 | |
|---|---|
| index | 0 |
| Symbol | 0 |
| Open | 0 |
| High | 0 |
| Low | 0 |
| Close | 0 |
| Volume | 0 |
| Market Cap | 0 |
In [ ]:
df.reset_index(inplace=True)
df.set_index('Date', inplace=True)
In [ ]:
df.columns
Out[ ]:
Index(['index', 'Symbol', 'Open', 'High', 'Low', 'Close', 'Volume',
'Market Cap'],
dtype='object')
In [ ]:
df['Symbol'].unique()
Out[ ]:
array(['BTC', 'ETH', 'USDT', ..., 'PPDEX', 'REI', 'WASP'], dtype=object)
In [ ]:
from statsmodels.tsa.stattools import adfuller
# Group by 'Symbol' and run ADF test on 'Close' prices
adf_results = {} # Initialize dictionary to store results
for symbol, group in df.groupby('Symbol'):
close_prices = group['Close'].dropna()
if len(close_prices) >= 20: # Ensure series length is sufficient for ADF test
if close_prices.nunique() > 1: #Check if the time series is not constant
adf_results[symbol] = adfuller(close_prices)[1]
else:
print(f"Symbol {symbol} has constant values and is skipped.")
# Identify stationary symbols
stationary_tickers = [symbol for symbol, p_value in adf_results.items() if p_value < 0.05]
# Print results
print("Stationary Tickers:", stationary_tickers)
Symbol AIDI has constant values and is skipped. Symbol KDOGE has constant values and is skipped. Symbol OCAT has constant values and is skipped. Symbol REDPANDA has constant values and is skipped. Symbol SANSHU has constant values and is skipped. Symbol SPORE has constant values and is skipped. Symbol XIASI has constant values and is skipped. Stationary Tickers: ['0xBTC', '1MT', '1UP', '1WO', '1X2', '2GIVE', '2KEY', 'A', 'AAA', 'AAC', 'AAVEDOWN', 'ABBC', 'ABL', 'ABST', 'AC3', 'ACAT', 'ACE', 'ACED', 'ACH', 'ADB', 'ADC', 'ADD', 'ADI', 'ADM', 'ADS', 'ADT', 'ADZ', 'AER', 'AG8', 'AGIX', 'AGLT', 'AID', 'AIDOC', 'AIT', 'AIX', 'AKA', 'AKITA', 'ALI', 'ALLBI', 'AMB', 'AMLT', 'AMM', 'AMN', 'AMO', 'AMON', 'AMPL', 'AMS', 'ANCT', 'ANJ', 'ANON', 'AOA', 'APIX', 'APL', 'APPC', 'APR', 'ARB', 'ARC', 'ARCO', 'ARCT', 'ARDR', 'AREPA', 'ARGO', 'ARGUS', 'ARION', 'ARNX', 'ARO', 'ARQ', 'ASA', 'ASAFE', 'ASKO', 'ASR', 'AST', 'ASTA', 'ATA', 'ATB', 'ATCC', 'ATH', 'ATL', 'ATM', 'ATMOS', 'ATN', 'AUC', 'AUX', 'AXIS', 'AXPR', 'BAAS', 'BAC', 'BANCA', 'BART', 'BASIC', 'BAZT', 'BBK', 'BBKFI', 'BBO', 'BBP', 'BBS', 'BC', 'BCA', 'BCD', 'BCH', 'BCI', 'BCN', 'BCP', 'BCZ', 'BDG', 'BDX', 'BEAM', 'BEL', 'BELA', 'BENZ', 'BERN', 'BERRY', 'BET', 'BEZ', 'BFT', 'BHD', 'BIT', 'BITB', 'BITC', 'BITCNY', 'BITX', 'BIX', 'BLAST', 'BLC', 'BLINK', 'BLK', 'BLOC', 'BLTG', 'BLU', 'BLUE', 'BMH', 'BMXX', 'BNBDOWN', 'BNC', 'BNK', 'BNTY', 'BNY', 'BOLT', 'BOMB', 'BON', 'BOND', 'BOS', 'BOUTS', 'BOX', 'BRD', 'BRDG', 'BREE', 'BREW', 'BRO', 'BSL', 'BSTY', 'BSV', 'BTA', 'BTAD', 'BTB', 'BTC3S', 'BTCDOWN', 'BTCN', 'BTCP', 'BTCT', 'BTCZ', 'BTRN', 'BTRS', 'BTS', 'BTW', 'BUL', 'BURN', 'BUY', 'BUZZ', 'BXC', 'BXY', 'BZE', 'BZNT', 'BabyDoge', 'C2', 'CAB', 'CALL', 'CANN', 'CAPP', 'CARBON', 'CARE', 'CATE', 'CBC', 'CBIX', 'CCO', 'CCX', 'CDAI', 'CDT', 'CEEK', 'CEN', 'CENNZ', 'CHAT', 'CHNG', 'CIV', 'CJ', 'CLAIM', 'CLC', 'CLO', 'CLOAK', 'CLR', 'CMCT', 'CMM', 'CND', 'CNN', 'CNNC', 'CNS', 'CNX', 'COAL', 'COB', 'COFI', 'COLX', 'CON', 'CORN', 'COS', 'COT', 'COV', 'COVAL', 'CPAY', 'CPC', 'CPT', 'CPU', 'CQT', 'CRAD', 'CRD', 'CRE', 'CREVA', 'CROAT', 'CRPT', 'CRV', 'CRWNY', 'CS', 'CSC', 'CSPN', 'CSTL', 'CTL', 'CTRT', 'CTT', 'CTXC', 'CUDOS', 'CUMINU', 'CUR', 'CURE', 'CUSD', 'CV', 'CVN', 'CVNT', 'CVP', 'CWV', 'CXT', 'CYL', 'CYMT', 'DAB', 'DAC', 'DACS', 'DAD', 'DAI', 'DAM', 'DAPP', 'DASH', 'DASHG', 'DAT', 'DATP', 'DAV', 'DAX', 'DAY', 'DBC', 'DCN', 'DCT', 'DDK', 'DEM', 'DENT', 'DERI', 'DEX', 'DFT', 'DGB', 'DGC', 'DGTX', 'DIGG', 'DIME', 'DIN', 'DIT', 'DLC', 'DLT', 'DMB', 'DML', 'DNA', 'DOCK', 'DOGE', 'DOGES', 'DOKI', 'DONU', 'DOP', 'DOPE', 'DOTDOWN', 'DOV', 'DOW', 'DPY', 'DRG', 'DRGN', 'DRM', 'DRS', 'DRT', 'DSR', 'DTA', 'DTC', 'DTEP', 'DTH', 'DTRC', 'DUCATO', 'DUO', 'DVG', 'DXT', 'DYNMT', 'DZI', 'EBST', 'ECO', 'EDN', 'EDR', 'EDRC', 'EFX', 'EGG', 'EGR', 'EGT', 'EGX', 'EKO', 'ELA', 'ELD', 'ELF', 'ELLA', 'ELTCOIN', 'ELY', 'EM', 'EMC2', 'EMD', 'EMRX', 'ENG', 'ENT', 'ENTRC', 'ENTS', 'EOS', 'EOSDAC', 'EOSDT', 'EPIC', 'EQL', 'ERC20', 'ERO', 'ESH', 'ESS', 'ETG', 'ETGP', 'ETH2X-FLI', 'ETH3S', 'ETHP', 'ETHPLO', 'ETHUP', 'ETHV', 'ETHY', 'ETI', 'ETP', 'ETZ', 'EUNO', 'EVC', 'EVE', 'EVIL', 'EVT', 'EVX', 'EXMR', 'EXP', 'EXRN', 'EXY', 'FAIR', 'FBN', 'FCT', 'FDZ', 'FEI', 'FESS', 'FEX', 'FGC', 'FINE', 'FJC', 'FLG', 'FLIXX', 'FLL', 'FLOT', 'FLP', 'FNK', 'FOR', 'FOTA', 'FOX', 'FRAX', 'FRC', 'FREE', 'FRST', 'FSBT', 'FSN', 'FTC', 'FTI', 'FTX', 'FUEL', 'FUN', 'FUZE', 'FUZZ', 'FXC', 'FXT', 'FYP', 'FYZ', 'FootballStars', 'G999', 'GAME', 'GB', 'GCC', 'GCN', 'GCR', 'GDR', 'GEEQ', 'GEM', 'GEN', 'GENE', 'GFUN', 'GIC', 'GIN', 'GLEEC', 'GLM', 'GLT', 'GMC', 'GNX', 'GO', 'GOD', 'GOF', 'GOLD', 'GPKR', 'GPYX', 'GRAP', 'GRC', 'GRID', 'GRLC', 'GRO', 'GRS', 'GRUMPY', 'GSC', 'GTC', 'GTM', 'GTO', 'GUSD', 'GVE', 'GXX', 'GYEN', 'GZRO', 'HAKKA', 'HAND', 'HB', 'HBX', 'HEAT', 'HELP', 'HER', 'HERB', 'HGOLD', 'HGT', 'HIT', 'HLX', 'HMQ', 'HNB', 'HODL', 'HOKK', 'HORUS', 'HPB', 'HQT', 'HQX', 'HSC', 'HSN', 'HTB', 'HTDF', 'HTML', 'HTRE', 'HUSD', 'HUSH', 'HVCO', 'HX', 'HYC', 'IBANK', 'IBTC', 'IC', 'ICNQ', 'ICOB', 'ICX', 'IDK', 'IDRT', 'IDT', 'IFC', 'IG', 'IGNIS', 'ILC', 'IMG', 'IMGC', 'IMP', 'IMPL', 'IMS', 'IMT', 'INCNT', 'IND', 'INEX', 'INFS', 'INK', 'INNBC', 'INNBCL', 'INT', 'INVE', 'INXT', 'IOG', 'IOST', 'IPL', 'IRA', 'IRD', 'ITC', 'ITL', 'IXC', 'IXT', 'JAR', 'JET', 'JOINT', 'JS', 'JUI', 'KABOSU', 'KALLY', 'KARMA', 'KAT', 'KCASH', 'KDG', 'KEEP', 'KEY', 'KGO', 'KICKS', 'KIN', 'KIND', 'KKO', 'KLKS', 'KMD', 'KNT', 'KSEED', 'KSP', 'KTS', 'KUE', 'KURT', 'KWATT', 'KWH', 'KZC', 'L2P', 'LA', 'LABS', 'LABX', 'LANA', 'LBA', 'LBC', 'LBTC', 'LCC', 'LCP', 'LCS', 'LDFI', 'LDO', 'LEASH', 'LEDU', 'LET', 'LHB', 'LHT', 'LIEN', 'LINKBULL', 'LINKDOWN', 'LML', 'LMY', 'LNC', 'LND', 'LOCG', 'LOOM', 'LOWB', 'LQD', 'LTCUP', 'LTHN', 'LUA', 'LUN', 'LUSD', 'LXT', 'MAC', 'MAN', 'MAP', 'MAR', 'MARO', 'MAS', 'MASK', 'MATIC', 'MATICBULL', 'MBC', 'MCAN', 'MCASH', 'MCC', 'MCO', 'MCPC', 'MCT', 'MDA', 'MDS', 'MDT', 'MEC', 'MED', 'MEDIC', 'MEETONE', 'MEL', 'MER', 'METIS', 'MEXC', 'MFG', 'MFTU', 'MGO', 'MHC', 'MIB', 'MICRO', 'MINA', 'MIOTA', 'MITH', 'MIX', 'MLM', 'MMO', 'MNC', 'MNE', 'MNP', 'MNTP', 'MNTT', 'MOBI', 'MODX', 'MOJO', 'MOMA', 'MONA', 'MONK', 'MOOCHII', 'MOR', 'MORE', 'MORPH', 'MOTO', 'MRI', 'MRX', 'MSR', 'MTC', 'MTH', 'MTN', 'MTX', 'MUE', 'MUSD', 'MUSH', 'MVP', 'MXT', 'MYST', 'N1', 'N8V', 'NANJ', 'NANO', 'NANOX', 'NASH', 'NAT', 'NAV', 'NAVY', 'NBC', 'NBOT', 'NCASH', 'NCC', 'NETKO', 'NIOX', 'NKC', 'NLG', 'NMC', 'NMP', 'NOAHP', 'NOR', 'NOTE', 'NPXSXEM', 'NRG', 'NRP', 'NSD', 'NSR', 'NST', 'NTR', 'NUKO', 'NVT', 'NXS', 'NXT', 'NYEX', 'OAX', 'OCN', 'OGO', 'OLT', 'OLXA', 'OLY', 'OMC', 'OMNI', 'ONG', 'ONION', 'ONX', 'OPEN', 'OPIUM', 'OPS', 'OPTI', 'ORS', 'OST', 'PAC', 'PAI', 'PAK', 'PALG', 'PAPEL', 'PASC', 'PASS', 'PAT', 'PAX', 'PAXEX', 'PAYX', 'PCH', 'PCM', 'PEOS', 'PEPPA', 'PEPS', 'PEX', 'PFR', 'PGO', 'PHB', 'PHI', 'PHO', 'PHR', 'PI', 'PIG', 'PIKA', 'PIN', 'PINK', 'PIPL', 'PKB', 'PKG', 'PKT', 'PLAY', 'PLNC', 'PLR', 'PLU', 'PMA', 'PMGT', 'PMON', 'PNX', 'POE', 'POLIS', 'POLY', 'POODL', 'POP', 'POSW', 'POT', 'PPC', 'PRIX', 'PRO', 'PRS', 'PRV', 'PRX', 'PST', 'PTD', 'PTON', 'PUNDIX', 'PVT', 'PWR', 'PXC', 'PXG', 'PXI', 'PYLNT', 'PYN', 'PYRK', 'PYRO', 'QBC', 'QBIC', 'QBT', 'QKC', 'QLC', 'QRK', 'QSP', 'QTUM', 'QUN', 'QUO', 'QWC', 'RAGE', 'RAGNA', 'RAISE', 'RATING', 'RAVEN', 'RBIES', 'RBLX', 'RBT', 'RCN', 'RDD', 'RDN', 'RED', 'REEC', 'REP', 'REQ', 'REW', 'RINGX', 'RIO', 'RISE', 'RMPL', 'RNO', 'RNT', 'ROAD', 'ROCO', 'ROOBEE', 'ROT', 'RTE', 'RTH', 'RUFF', 'RUGZ', 'RUP', 'RVF', 'RVT', 'RYO', 'S', 'S4F', 'SAFE', 'SAKE', 'SALT', 'SAN', 'SANDG', 'SC', 'SCL', 'SCR', 'SCS', 'SDS', 'SEELE', 'SEM', 'SENC', 'SETH', 'SETS', 'SFCP', 'SFG', 'SHA', 'SHARE', 'SHB', 'SHDW', 'SHFT', 'SHIELD', 'SHMN', 'SHND', 'SHPING', 'SHVR', 'SIB', 'SIN', 'SINS', 'SKB', 'SKM', 'SKY', 'SLICE', 'SLR', 'SMART', 'SMC', 'SMG', 'SMLY', 'SMT', 'SMTY', 'SND', 'SNGLS', 'SNN', 'SNRG', 'SNT', 'SOC', 'SOCC', 'SONG', 'SPC', 'SPD', 'SPHTX', 'SPK', 'SPP', 'SPR', 'SQR', 'SRN', 'SS', 'SSN', 'SSP', 'SSS', 'STAC', 'STAK', 'STAR', 'START', 'STEEM', 'STK', 'STMX', 'STN', 'STO', 'STR', 'STRAX', 'STRK', 'SUB', 'SUMO', 'SUSD', 'SUTER', 'SWACE', 'SWFTC', 'SWIFT', 'SWING', 'SWM', 'SWRV', 'SWYFTT', 'SXC', 'SXPDOWN', 'SXPUP', 'SXUT', 'TAG', 'TAN', 'TAU', 'TBX', 'TCAT', 'TCC', 'TCORE', 'TDP', 'TDX', 'TEAM', 'TEMCO', 'TENT', 'TERC', 'TFF', 'TGAME', 'THC', 'THRT', 'TIC', 'TIPS', 'TIX', 'TKN', 'TKP', 'TKY', 'TLM', 'TM2', 'TMTG', 'TNB', 'TNC', 'TNS', 'TOKO', 'TOL', 'TONS', 'TOP', 'TOTO', 'TPAY', 'TRC', 'TREX', 'TRIO', 'TROLL', 'TRTL', 'TRUE', 'TRUMP', 'TRV', 'TRX', 'TSL', 'TSX', 'TT', 'TTN', 'TUBE', 'TUSD', 'TVNT', 'TYPE', 'UBEX', 'UBN', 'UBQ', 'UCN', 'UDOO', 'UFC', 'UFR', 'UGAS', 'UIP', 'ULG', 'UMASK', 'UNIDOWN', 'UNIFY', 'UNIT', 'UP', 'UPX', 'USDC', 'USDF', 'USDJ', 'USDN', 'USDS', 'USDT', 'UST', 'UT', 'UTK', 'UUU', 'UVU', 'VAL', 'VDG', 'VEE', 'VEIL', 'VERI', 'VEST', 'VEX', 'VIA', 'VIB', 'VIBE', 'VID', 'VIDZ', 'VIG', 'VIN', 'VIP', 'VIPS', 'VIVID', 'VLD', 'VLT', 'VNXLU', 'VOCO', 'VOTE', 'VOX', 'VRC', 'VTC', 'WAB', 'WABI', 'WAGE', 'WAIF', 'WAN', 'WAND', 'WAXP', 'WBB', 'WCC', 'WCK', 'WEB', 'WET', 'WFX', 'WICC', 'WING', 'WINGS', 'WISH', 'WPR', 'WRC', 'WTN', 'WXC', 'WXT', 'XAMP', 'XAP', 'XAUR', 'XBY', 'XCN', 'XCO', 'XCON', 'XDN', 'XEM', 'XFI', 'XHI', 'XIO', 'XLA', 'XLAB', 'XLR', 'XMC', 'XMCT', 'XMV', 'XMX', 'XMY', 'XNK', 'XNV', 'XPAT', 'XPC', 'XPY', 'XRA', 'XRP', 'XRPBULL', 'XSGD', 'XSH', 'XSR', 'XST', 'XSUTER', 'XTA', 'XTZBEAR', 'XUEZ', 'XVG', 'XWP', 'XXA', 'YAP', 'YEE', 'YEED', 'YFFII', 'YFIDOWN', 'YFII', 'YFIII', 'YFIVE', 'YFSI', 'YLC', 'YOOSHI', 'YTN', 'ZAP', 'ZCL', 'ZEBI', 'ZER', 'ZET', 'ZEUS', 'ZFL', 'ZINC', 'ZLA', 'ZNT', 'ZNY', 'ZOO', 'ZP', 'ZPAE', 'ZPR', 'ZPT', 'ZRC', 'ZSC', 'ZT', 'ZUC', 'ZUSD', 'ZXC', 'ZYD', 'mAMZN', 'mNFLX', 'mQQQ', 'onLEXpa', 'xBTC', 'yTSLA']
In [ ]:
# Sample stationary tickers for better readability
sample_size = min(100, len(stationary_tickers)) # Show up to 20 tickers
sampled_tickers = stationary_tickers[:sample_size] # Take the first few tickers
# Plot only the sampled stationary tickers
plt.figure(figsize=(10, 6))
plt.bar(range(len(sampled_tickers)), [1] * len(sampled_tickers), color='blue')
plt.xticks(range(len(sampled_tickers)), sampled_tickers, rotation=90, ha='right') # Rotate for better visibility
plt.ylabel('Stationary Tickers (Sample)')
plt.title('Sample of Stationary Tickers Identified by ADF Test')
plt.tight_layout()
plt.show()
In [ ]:
# Visualization of ADF p-values
plt.figure(figsize=(10, 6))
sns.histplot(list(adf_results.values()), bins=20, kde=True, color='blue') # Use adf_results from previous code
plt.axvline(0.05, color='red', linestyle='--', label='0.05 threshold')
plt.title('Distribution of p-values from ADF Test')
plt.xlabel('p-value')
plt.ylabel('Frequency')
plt.legend()
plt.show()
In [ ]:
# 1. Scatter plot of ADF p-values
plt.figure(figsize=(10, 6))
plt.scatter(range(len(adf_results)), list(adf_results.values()))
plt.axhline(0.05, color='red', linestyle='--', label='0.05 threshold')
plt.xlabel('Cryptocurrency Symbol Index')
plt.ylabel('ADF p-value')
plt.title('ADF p-values for Cryptocurrencies')
plt.legend()
plt.show()
In [ ]:
# 2. Boxplot of ADF p-values
plt.figure(figsize=(10, 6))
sns.boxplot(list(adf_results.values()))
plt.axvline(0.05, color='red', linestyle='--', label='0.05 threshold')
plt.xlabel('ADF p-value')
plt.title('Distribution of ADF p-values')
plt.legend()
plt.show()
In [ ]:
# 3. Violin plot of ADF p-values
plt.figure(figsize=(10, 6))
sns.violinplot(list(adf_results.values()))
plt.axvline(0.05, color='red', linestyle='--', label='0.05 threshold')
plt.xlabel('ADF p-value')
plt.title('Distribution of ADF p-values')
plt.legend()
plt.show()
In [ ]:
# 4. Cumulative distribution function (CDF) plot
plt.figure(figsize=(10, 6))
sns.ecdfplot(list(adf_results.values()))
plt.axvline(0.05, color='red', linestyle='--', label='0.05 threshold')
plt.xlabel('ADF p-value')
plt.ylabel('Cumulative Probability')
plt.title('CDF of ADF p-values')
plt.legend()
plt.show()
In [ ]:
# 5. Analyze p-values less than and greater than 0.05
p_values = list(adf_results.values())
stationary_count = sum(1 for p_value in p_values if p_value < 0.05)
non_stationary_count = len(p_values) - stationary_count
print(f"Number of stationary time series (p-value < 0.05): {stationary_count}")
print(f"Number of non-stationary time series (p-value >= 0.05): {non_stationary_count}")
Number of stationary time series (p-value < 0.05): 1107 Number of non-stationary time series (p-value >= 0.05): 1620
In [ ]:
# Assuming 'df' is your original DataFrame and 'stationary_tickers' is the list of stationary tickers
stationary_df = df[df['Symbol'].isin(stationary_tickers)]
print(stationary_df)
Date Symbol Open High Low Close \
5177 2015-02-25 USDT 1.210160 1.215490 1.209580 1.211100
5178 2015-02-26 USDT 1.210420 1.212320 1.194710 1.205740
5179 2015-03-02 USDT 0.571249 0.607890 0.568314 0.606502
5180 2015-03-03 USDT 0.605129 0.606229 0.604416 0.606229
5181 2015-03-06 USDT 1.000000 1.000000 1.000000 1.000000
... ... ... ... ... ... ...
2152873 2021-07-14 XTZBEAR 0.000320 0.000410 0.000316 0.000351
2152874 2021-07-15 XTZBEAR 0.000350 0.000423 0.000341 0.000411
2152875 2021-07-16 XTZBEAR 0.000408 0.000484 0.000382 0.000483
2152876 2021-07-17 XTZBEAR 0.000483 0.000504 0.000445 0.000484
2152877 2021-07-18 XTZBEAR 0.000484 0.000494 0.000435 0.000470
Volume Market Cap
5177 5.981930 304712.7600
5178 5.955460 303364.1840
5179 3.032500 152595.9032
5180 3.031130 152527.2164
5181 92.647202 251600.0000
... ... ...
2152873 268719.780000 0.0000
2152874 162950.940000 0.0000
2152875 741878.410000 0.0000
2152876 509321.140000 0.0000
2152877 168470.650000 0.0000
[1212124 rows x 8 columns]
In [ ]:
from tqdm import tqdm
autocorrelations = {}
# Use tqdm to track the progress of the loop
for symbol in tqdm(stationary_tickers, desc="Calculating autocorrelations"):
close_prices = df[df['Symbol'] == symbol]['Close'].dropna() # Drop missing values
autocorrelations[symbol] = close_prices.autocorr(lag=1) # Calculate autocorrelation with lag=1
# Print the autocorrelations dictionary (optional)
print(autocorrelations)
Calculating autocorrelations: 100%|██████████| 1107/1107 [05:40<00:00, 3.25it/s]
{'0xBTC': 0.9674126665677553, '1MT': 0.7573951497317938, '1UP': 0.8876811617270536, '1WO': 0.973999606956729, '1X2': 0.98214728779643, '2GIVE': 0.9907413269332681, '2KEY': 0.9452997465981652, 'A': 0.5788789713679073, 'AAA': 0.31097568941251963, 'AAC': 0.9937073712825784, 'AAVEDOWN': 0.9712886295626645, 'ABBC': 0.9686456979423046, 'ABL': 0.94554946247667, 'ABST': 0.439433069949398, 'AC3': 0.9956546665184594, 'ACAT': 0.9928117914297354, 'ACE': 0.9758841094953224, 'ACED': 0.9842320546740897, 'ACH': 0.9788804408684939, 'ADB': 0.9884891143697737, 'ADC': 0.9685603237482856, 'ADD': 0.941794538694729, 'ADI': 0.9847435999208014, 'ADM': 0.9603956570058495, 'ADS': 0.9635959979881451, 'ADT': 0.982882273292427, 'ADZ': 0.9855949818686227, 'AER': 0.7542590064354726, 'AG8': 0.9443122436163438, 'AGIX': 0.987512052917891, 'AGLT': 0.9535329221790605, 'AID': 0.9913312005808628, 'AIDOC': 0.9902401735096599, 'AIT': 0.9935018311099219, 'AIX': 0.9890120605508135, 'AKA': 0.994228211881458, 'AKITA': 0.8947177204254976, 'ALI': 0.9936553511129719, 'ALLBI': 0.8934027853766036, 'AMB': 0.98756681858255, 'AMLT': 0.9791015917635429, 'AMM': 0.977227921750499, 'AMN': 0.9899775462358501, 'AMO': 0.9778792157451, 'AMON': 0.9360295532987782, 'AMPL': 0.9411908714298948, 'AMS': 0.969705768193635, 'ANCT': 0.47685315700452746, 'ANJ': 0.8430451628071873, 'ANON': 0.9899655455453481, 'AOA': 0.9845307650450589, 'APIX': 0.9639503967722425, 'APL': 0.9684742294068905, 'APPC': 0.9873688646753488, 'APR': 0.9827527702496573, 'ARB': 0.9197710473955044, 'ARC': 0.9806834773067995, 'ARCO': 0.9406375445305452, 'ARCT': 0.9674478411370416, 'ARDR': 0.989412555725729, 'AREPA': 0.6184894087324533, 'ARGO': 0.8711464235031269, 'ARGUS': 0.04450813543234541, 'ARION': 0.950933796665833, 'ARNX': 0.9386455271182055, 'ARO': 0.9927270733758882, 'ARQ': 0.9638942047572311, 'ASA': 0.8944063026567541, 'ASAFE': 0.907745469743332, 'ASKO': 0.9080670735195602, 'ASR': 0.9482414154606736, 'AST': 0.9859697538608294, 'ASTA': 0.9865441859367047, 'ATA': 0.883668796779683, 'ATB': 0.9912148802471826, 'ATCC': 0.99214960521079, 'ATH': 0.9861660746533781, 'ATL': 0.9604075757527037, 'ATM': 0.934455976545901, 'ATMOS': 0.9774970669782511, 'ATN': 0.99219017895598, 'AUC': 0.9900126027805657, 'AUX': 0.9875130830082508, 'AXIS': 0.9796474448760374, 'AXPR': 0.9882251063233748, 'BAAS': 0.9742347588286924, 'BAC': 0.9328525572342965, 'BANCA': 0.9898346160420091, 'BART': 0.9587301697531245, 'BASIC': 0.9565843831844592, 'BAZT': 0.8801956215033627, 'BBK': 0.9513416565515775, 'BBKFI': 0.9356680033908472, 'BBO': 0.9927577460642806, 'BBP': 0.5213134061165539, 'BBS': 0.6059464277361449, 'BC': 0.9504275083020667, 'BCA': 0.9743224506040298, 'BCD': 0.9670158540511998, 'BCH': 0.9876365541795201, 'BCI': 0.9891077263317347, 'BCN': 0.9315075892160808, 'BCP': 0.9095994280455688, 'BCZ': 0.8879604293364851, 'BDG': 0.861912249293179, 'BDX': 0.8803168073199134, 'BEAM': 0.9728535910115585, 'BEL': 0.9764697422946679, 'BELA': 0.9905091619302193, 'BENZ': 0.7877398927944846, 'BERN': 0.9696645213604841, 'BERRY': 0.9949501466028572, 'BET': 0.9731048173543109, 'BEZ': 0.9852400863214699, 'BFT': 0.9922089747873812, 'BHD': 0.9964920023816607, 'BIT': 0.9819549189234997, 'BITB': 0.9813841194755704, 'BITC': 0.9641618680535069, 'BITCNY': 0.30659653870124626, 'BITX': 0.7967737191933294, 'BIX': 0.9796552477184548, 'BLAST': 0.9459698606014478, 'BLC': 0.9678829508877912, 'BLINK': 0.8911255098421585, 'BLK': 0.989461969969362, 'BLOC': 0.927189030995392, 'BLTG': 0.7487600867930935, 'BLU': 0.959664405238716, 'BLUE': 0.978830766635693, 'BMH': 0.9847681230394917, 'BMXX': 0.9649861533700567, 'BNBDOWN': 0.9469968104915247, 'BNC': 0.9322660447097448, 'BNK': 0.9774724031961534, 'BNTY': 0.979596387291359, 'BNY': 0.9762368903104126, 'BOLT': 0.988557660939809, 'BOMB': 0.9777839022076228, 'BON': 0.9810227410939413, 'BOND': 0.95360719720326, 'BOS': 0.9853001778730016, 'BOUTS': 0.978385586043338, 'BOX': 0.9907091810266339, 'BRD': 0.9900266098480016, 'BRDG': 0.9372116475318634, 'BREE': 0.956704052646078, 'BREW': 0.898711615864339, 'BRO': 0.9686334166558759, 'BSL': 0.456942240502718, 'BSTY': 0.9302472603851886, 'BSV': 0.9712087440175204, 'BTA': 0.9610784648488127, 'BTAD': 0.9824677076641994, 'BTB': 0.025367471542337604, 'BTC3S': 0.9791626426220646, 'BTCDOWN': 0.9973157322696244, 'BTCN': 0.9421781065562582, 'BTCP': 0.9892074874601059, 'BTCT': 0.5511925345716756, 'BTCZ': 0.9772308734739373, 'BTRN': 0.9899337409976879, 'BTRS': 0.6820141620924192, 'BTS': 0.992712224597378, 'BTW': 0.8932709551107937, 'BUL': 0.9560528163578913, 'BURN': 0.9824134863840887, 'BUY': 0.9942227225986675, 'BUZZ': 0.9372299700784459, 'BXC': 0.8038113899948378, 'BXY': 0.9711434058623888, 'BZE': 0.9602255774372156, 'BZNT': 0.9896917932714033, 'BabyDoge': 0.4714285714285713, 'C2': 0.9803133046358423, 'CAB': 0.9688576755570526, 'CALL': 0.9348851648557732, 'CANN': 0.9840659672037815, 'CAPP': 0.9855266644935544, 'CARBON': 0.8495299504569906, 'CARE': 0.6103137166605096, 'CATE': 0.9537295383497092, 'CBC': 0.9807498380079319, 'CBIX': 0.9470862923812242, 'CCO': 0.9719201342783945, 'CCX': 0.958132100901208, 'CDAI': 0.03749673636805379, 'CDT': 0.9828582644266833, 'CEEK': 0.988289686534883, 'CEN': 0.9926284123630085, 'CENNZ': 0.9900670142632155, 'CHAT': 0.9916159146260882, 'CHNG': 0.8396078162925661, 'CIV': 0.9302961841170174, 'CJ': 0.9388805999507099, 'CLAIM': 0.9677926000990791, 'CLC': 0.8402840848386277, 'CLO': 0.991744601217838, 'CLOAK': 0.9936991588771624, 'CLR': 0.9646954233212645, 'CMCT': 0.9862525837613594, 'CMM': 0.9673296215458825, 'CND': 0.9892923950850521, 'CNN': 0.9909782681026488, 'CNNC': 0.9623554523097694, 'CNS': 0.9366650157904886, 'CNX': 0.7107126692127892, 'COAL': 0.947484745052069, 'COB': 0.9767176168235416, 'COFI': 0.9853877024798702, 'COLX': 0.9832472567314878, 'CON': 0.9041050259647264, 'CORN': 0.9176834386213927, 'COS': 0.9758909082210673, 'COT': 0.8251265478598978, 'COV': 0.9894725672714986, 'COVAL': 0.9832905166142214, 'CPAY': 0.9678341523893697, 'CPC': 0.9853417049086849, 'CPT': 0.9918612234372018, 'CPU': 0.9432450177749342, 'CQT': 0.8573030527066076, 'CRAD': 0.9293687926655246, 'CRD': 0.7662359297535205, 'CRE': 0.989428275827413, 'CREVA': 0.9908580507748277, 'CROAT': 0.9628585869529513, 'CRPT': 0.9835033925974404, 'CRV': 0.9568527599190022, 'CRWNY': 0.9700809103716649, 'CS': 0.9933720741295526, 'CSC': 0.9420079383297582, 'CSPN': 0.952289473521775, 'CSTL': 0.9248980083704782, 'CTL': 0.9458770916292222, 'CTRT': 0.9055304887562716, 'CTT': 0.9381737340565336, 'CTXC': 0.9914688789227142, 'CUDOS': 0.9323966697520248, 'CUMINU': 0.714458568238451, 'CUR': 0.9713330612741705, 'CURE': 0.990009903455012, 'CUSD': 0.25457211428918136, 'CV': 0.9715283548660243, 'CVN': 0.8112617190467012, 'CVNT': 0.9703978509835788, 'CVP': 0.9257080639919822, 'CWV': 0.954999104202647, 'CXT': 0.889341290630159, 'CYL': 0.9802237769383032, 'CYMT': 0.7453893887098316, 'DAB': 0.9917431967639543, 'DAC': 0.9713515826736442, 'DACS': 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0.9679469157746432, 'SHA': 0.6364544332630624, 'SHARE': 0.9359268926094203, 'SHB': 0.9764613663553374, 'SHDW': 0.8981695345662604, 'SHFT': 0.9859240546888602, 'SHIELD': 0.8575075432531184, 'SHMN': 0.49241054301857157, 'SHND': 0.9279280536781795, 'SHPING': 0.9646924949514313, 'SHVR': 0.9535846075802175, 'SIB': 0.9941816082461226, 'SIN': 0.9828006338341813, 'SINS': 0.9933031931045518, 'SKB': 0.9877034495507427, 'SKM': 0.9943047817529416, 'SKY': 0.9904995922114614, 'SLICE': 0.7685933258065775, 'SLR': 0.986642804958292, 'SMART': 0.9443487918894483, 'SMC': 0.9594446604538105, 'SMG': 0.9199646493149942, 'SMLY': 0.8854950744772895, 'SMT': 0.9824813464128381, 'SMTY': 0.982165164895086, 'SND': 0.9880830078335133, 'SNGLS': 0.9857169424043337, 'SNN': 0.9295952159798818, 'SNRG': 0.9887804896197614, 'SNT': 0.9819621734217456, 'SOC': 0.9860165294941357, 'SOCC': 0.9371159189459415, 'SONG': 0.917839044735948, 'SPC': 0.9912101125531617, 'SPD': 0.993798950893998, 'SPHTX': 0.992706210407066, 'SPK': 0.9768835199529238, 'SPP': 0.9443475134635507, 'SPR': 0.9833900846977266, 'SQR': 0.9813281288190201, 'SRN': 0.9899342214827592, 'SS': 0.9888559158519047, 'SSN': -0.025000000000000088, 'SSP': 0.9908150755632767, 'SSS': 0.8893299867059306, 'STAC': 0.9902302422132083, 'STAK': 0.7887513116009588, 'STAR': 0.39449105906198473, 'START': 0.9854515351078122, 'STEEM': 0.987825464764247, 'STK': 0.9882086133805597, 'STMX': 0.9790934622224011, 'STN': 0.9880623905711103, 'STO': 0.42150040744266215, 'STR': 0.9461775090079326, 'STRAX': 0.9918981461780388, 'STRK': 0.8177138099376565, 'SUB': 0.9887271269848953, 'SUMO': 0.9795613829687906, 'SUSD': 0.6932187756739949, 'SUTER': 0.972764684688897, 'SWACE': 0.5809360044676866, 'SWFTC': 0.9878665635147971, 'SWIFT': 0.926820594415426, 'SWING': 0.9494958609243309, 'SWM': 0.9833384755419216, 'SWRV': 0.9456846926836998, 'SWYFTT': 0.9590963069205443, 'SXC': 0.506756927235923, 'SXPDOWN': 0.8872460166274839, 'SXPUP': 0.9559733941127582, 'SXUT': 0.964820197755608, 'TAG': 0.9740103482527006, 'TAN': 0.9440857264018013, 'TAU': 0.9776080817196311, 'TBX': 0.989480639847153, 'TCAT': 0.9317789204703623, 'TCC': 0.9945343379461198, 'TCORE': 0.9224174256630256, 'TDP': 0.9927435639203546, 'TDX': 0.9548033582030719, 'TEAM': 0.9885648570763019, 'TEMCO': 0.9779362033975177, 'TENT': 0.9882420343895826, 'TERC': 0.8588073461433632, 'TFF': 0.9831339782248344, 'TGAME': 0.9904447311727739, 'THC': 0.9900983470627257, 'THRT': 0.9364983421678418, 'TIC': 0.9910422511908056, 'TIPS': 0.907513923314707, 'TIX': 0.9891895367214105, 'TKN': 0.9845124374840797, 'TKP': 0.9679714553960197, 'TKY': 0.9945146122206544, 'TLM': 0.8456518392799666, 'TM2': 0.9918838132890755, 'TMTG': 0.9909337150636325, 'TNB': 0.9847785443254347, 'TNC': 0.9966855969487285, 'TNS': 0.9902370617409465, 'TOKO': 0.9924679130097078, 'TOL': 0.9333880319541358, 'TONS': 0.9195735904217336, 'TOP': 0.9777425084148369, 'TOTO': 0.7406844696268208, 'TPAY': 0.9904629553182447, 'TRC': 0.9685280821752972, 'TREX': 0.6476161628722669, 'TRIO': 0.9957813203666191, 'TROLL': 0.8878529394862386, 'TRTL': 0.9804730429022548, 'TRUE': 0.9892254249484425, 'TRUMP': 0.9368860551606933, 'TRV': 0.9636002584869244, 'TRX': 0.9827938131820363, 'TSL': 0.9793309999845221, 'TSX': 0.8907186998762376, 'TT': 0.983125755197539, 'TTN': 0.7801516742825951, 'TUBE': 0.9891923899546531, 'TUSD': 0.6416691176905363, 'TVNT': 0.9444378370580426, 'TYPE': 0.9359687615327968, 'UBEX': 0.9847042678919207, 'UBN': 0.25144055407664256, 'UBQ': 0.9921716161098085, 'UCN': 0.993563692937521, 'UDOO': 0.984558512267754, 'UFC': 0.9640409545318253, 'UFR': 0.9591943377884734, 'UGAS': 0.9950728457551412, 'UIP': 0.9878357816233145, 'ULG': 0.9564026486298296, 'UMASK': 0.9730911648247026, 'UNIDOWN': 0.979071372487566, 'UNIFY': 0.9744051516917741, 'UNIT': 0.9803913703273737, 'UP': 0.9925943410904706, 'UPX': 0.9652928126396504, 'USDC': 0.7706421935460153, 'USDF': 0.07762657300838374, 'USDJ': 0.8287922625327643, 'USDN': 0.569580859874905, 'USDS': 0.37689669730928627, 'USDT': 0.46859119040078606, 'UST': 0.26157674203004705, 'UT': 0.992414776944432, 'UTK': 0.988506779147392, 'UUU': 0.9851558952568844, 'UVU': 0.9081073611782577, 'VAL': 0.9883303372814142, 'VDG': 0.9771767377170223, 'VEE': 0.9780442990962019, 'VEIL': 0.9893150736256264, 'VERI': 0.9919154644089023, 'VEST': 0.9324117862497039, 'VEX': 0.9853850375345842, 'VIA': 0.9925915972529376, 'VIB': 0.9846567397652386, 'VIBE': 0.9287365275379396, 'VID': 0.9901789036973765, 'VIDZ': 0.8707812703070218, 'VIG': 0.9878916481605724, 'VIN': 0.963958045936014, 'VIP': 0.941904129811764, 'VIPS': 0.9865331035899212, 'VIVID': 0.9325463767398603, 'VLD': 0.8945743780037143, 'VLT': 0.9652281331060337, 'VNXLU': 0.938886065576502, 'VOCO': 0.9839663321398446, 'VOTE': 0.854222723288343, 'VOX': 0.9492487089268121, 'VRC': 0.9794720300370658, 'VTC': 0.9916523721882914, 'WAB': 0.9613664822321238, 'WABI': 0.9873786959281671, 'WAGE': 0.9467361369877504, 'WAIF': 0.9484848074636161, 'WAN': 0.9957422495972864, 'WAND': 0.9704499577219036, 'WAXP': 0.878908519854719, 'WBB': 0.9861039909309434, 'WCC': 0.9917360920779423, 'WCK': 0.8781946438258718, 'WEB': 0.8780302645469072, 'WET': 0.9758094641710787, 'WFX': 0.9435940316325443, 'WICC': 0.9914703180299779, 'WING': 0.9723823029575209, 'WINGS': 0.990517643693069, 'WISH': 0.9777613021863277, 'WPR': 0.9935069858217989, 'WRC': 0.9898219940934178, 'WTN': 0.927390054767933, 'WXC': 0.9942811668318998, 'WXT': 0.9785918935485449, 'XAMP': 0.9720530155613877, 'XAP': 0.981232455017036, 'XAUR': 0.9712361504866931, 'XBY': 0.9822919201594442, 'XCN': 0.9486787924246376, 'XCO': 0.902495319710723, 'XCON': 0.9851958370537909, 'XDN': 0.980116671310496, 'XEM': 0.9906012966703068, 'XFI': 0.8994749431723099, 'XHI': 0.9651747991458903, 'XIO': 0.9751439482136004, 'XLA': 0.9740905125780931, 'XLAB': 0.9288207739567419, 'XLR': 0.9797631070876018, 'XMC': 0.98136907472846, 'XMCT': 0.9950863639748867, 'XMV': 0.8255396360818358, 'XMX': 0.9780660475047267, 'XMY': 0.9710665009823641, 'XNK': 0.9933209546859693, 'XNV': 0.9682938287001253, 'XPAT': 0.9940487469969688, 'XPC': 0.9734397789529288, 'XPY': 0.9757910940699126, 'XRA': 0.9803281686101623, 'XRP': 0.9918546379298518, 'XRPBULL': 0.9447636596298365, 'XSGD': 0.6465728310254748, 'XSH': 0.9803468445989061, 'XSR': 0.9901993842560921, 'XST': 0.7484357538282931, 'XSUTER': 0.8129097682993953, 'XTA': 0.9591842418520694, 'XTZBEAR': 0.979420128625264, 'XUEZ': 0.9233207712365594, 'XVG': 0.9797954762188886, 'XWP': 0.9642152134807717, 'XXA': 0.5167177695033988, 'YAP': 0.998231582547779, 'YEE': 0.9861425619377426, 'YEED': 0.9808985858908859, 'YFFII': 0.9502816694868084, 'YFIDOWN': 0.9455333658297856, 'YFII': 0.9151213166309399, 'YFIII': 0.9626031234583103, 'YFIVE': 0.9247219657053618, 'YFSI': 0.8435518417303361, 'YLC': 0.9126811768005461, 'YOOSHI': 0.8301926469317329, 'YTN': 0.856953346014625, 'ZAP': 0.9869734152689219, 'ZCL': 0.9851953843291971, 'ZEBI': 0.9951633363867607, 'ZER': 0.9612798985763142, 'ZET': 0.9703677680276602, 'ZEUS': 0.9303008972238581, 'ZFL': 0.8800253114838743, 'ZINC': 0.9868371322047057, 'ZLA': 0.9900895348980441, 'ZNT': 0.6067328282328488, 'ZNY': 0.9665275152819619, 'ZOO': 0.9788306043782667, 'ZP': 0.9903800078521461, 'ZPAE': 0.814763776649049, 'ZPR': 0.9758838128773911, 'ZPT': 0.992002055443441, 'ZRC': 0.944194791503966, 'ZSC': 0.992142591409693, 'ZT': 0.0011581809340186204, 'ZUC': 0.9774433760682449, 'ZUSD': 0.07129777287891781, 'ZXC': 0.9944497126573131, 'ZYD': 0.957048535796082, 'mAMZN': 0.5365442260112849, 'mNFLX': 0.8783804002516127, 'mQQQ': 0.8764821181117936, 'onLEXpa': 0.7945018885146071, 'xBTC': 0.6357901973458302, 'yTSLA': 0.9407010898494994}
In [ ]:
# Create a DataFrame for easier handling
individual_stats_df = pd.DataFrame({
'Symbol': stationary_tickers,
'ADF p-value': [adf_results[symbol] for symbol in stationary_tickers],
'Autocorrelation': [autocorrelations[symbol] for symbol in stationary_tickers]
})
# Print the DataFrame
print(individual_stats_df)
Symbol ADF p-value Autocorrelation 0 0xBTC 5.238173e-03 0.967413 1 1MT 3.286133e-02 0.757395 2 1UP 3.536576e-03 0.887681 3 1WO 1.912092e-02 0.974000 4 1X2 3.315192e-03 0.982147 ... ... ... ... 1102 mNFLX 3.186458e-02 0.878380 1103 mQQQ 5.140400e-03 0.876482 1104 onLEXpa 1.276154e-15 0.794502 1105 xBTC 3.163093e-04 0.635790 1106 yTSLA 7.503485e-04 0.940701 [1107 rows x 3 columns]
In [ ]:
# # prompt: save individual df stat df
# individual_stats_df.to_csv('individual_stats_df.csv', index=False)
In [ ]:
individual_stats_df=pd.read_csv('/content/individual_stats_df.csv')
individual_stats_df
Out[ ]:
| Symbol | ADF p-value | Autocorrelation | |
|---|---|---|---|
| 0 | 0xBTC | 5.238173e-03 | 0.967413 |
| 1 | 1MT | 3.286133e-02 | 0.757395 |
| 2 | 1UP | 3.536576e-03 | 0.887681 |
| 3 | 1WO | 1.912092e-02 | 0.974000 |
| 4 | 1X2 | 3.315192e-03 | 0.982147 |
| ... | ... | ... | ... |
| 1102 | mNFLX | 3.186458e-02 | 0.878380 |
| 1103 | mQQQ | 5.140400e-03 | 0.876482 |
| 1104 | onLEXpa | 1.276154e-15 | 0.794502 |
| 1105 | xBTC | 3.163093e-04 | 0.635790 |
| 1106 | yTSLA | 7.503485e-04 | 0.940701 |
1107 rows × 3 columns
In [ ]:
# Assuming individual_stats_df is your DataFrame containing ADF p-values and autocorrelation
# Filter for autocorrelation >= 0.99
selected_autocorr = individual_stats_df[individual_stats_df['Autocorrelation'] >= .99]['Symbol'].tolist()
len(selected_autocorr) # get the number of items in the list
Out[ ]:
186
In [ ]:
pd.Series(selected_autocorr).unique()
Out[ ]:
array(['2GIVE', 'AAC', 'AC3', 'ACAT', 'AID', 'AIDOC', 'AIT', 'AKA', 'ALI',
'ARO', 'ATB', 'ATCC', 'ATN', 'AUC', 'BBO', 'BELA', 'BERRY', 'BFT',
'BHD', 'BOX', 'BRD', 'BTCDOWN', 'BTS', 'BUY', 'CEN', 'CENNZ',
'CHAT', 'CLO', 'CLOAK', 'CNN', 'CPT', 'CREVA', 'CS', 'CTXC',
'CURE', 'DAB', 'DAM', 'DASH', 'DAT', 'DAX', 'DDK', 'DGB', 'DML',
'DOPE', 'DPY', 'DRG', 'DXT', 'EDN', 'EGT', 'ELA', 'ELF', 'EM',
'ENG', 'ERO', 'ETZ', 'FDZ', 'FOTA', 'FRST', 'FSN', 'FTI', 'FXT',
'GAME', 'GEM', 'GIC', 'GIN', 'GLM', 'GNX', 'GOLD', 'GRC', 'GSC',
'GTM', 'HER', 'HQX', 'HSC', 'HTDF', 'HYC', 'ICX', 'IDT', 'IMG',
'INK', 'IPL', 'KCASH', 'KLKS', 'KMD', 'KNT', 'LBA', 'LCS', 'LET',
'LML', 'LND', 'LXT', 'MAN', 'MDS', 'MER', 'MEXC', 'MHC', 'MIOTA',
'MIX', 'MONA', 'MTN', 'MUE', 'MVP', 'NAV', 'NCASH', 'NCC', 'NKC',
'NLG', 'OPEN', 'ORS', 'PAI', 'PCH', 'PEOS', 'PI', 'PINK', 'PLR',
'POLY', 'POSW', 'POT', 'PPC', 'PRS', 'PTON', 'PXG', 'QKC', 'QSP',
'QUN', 'QUO', 'RDN', 'RED', 'REQ', 'RTE', 'RUFF', 'SALT', 'SAN',
'SEELE', 'SENC', 'SIB', 'SINS', 'SKM', 'SKY', 'SPC', 'SPD',
'SPHTX', 'SSP', 'STAC', 'STRAX', 'TCC', 'TDP', 'TGAME', 'THC',
'TIC', 'TKY', 'TM2', 'TMTG', 'TNC', 'TNS', 'TOKO', 'TPAY', 'TRIO',
'UBQ', 'UCN', 'UGAS', 'UP', 'UT', 'VERI', 'VIA', 'VID', 'VTC',
'WAN', 'WCC', 'WICC', 'WINGS', 'WPR', 'WXC', 'XEM', 'XMCT', 'XNK',
'XPAT', 'XRP', 'XSR', 'YAP', 'ZEBI', 'ZLA', 'ZP', 'ZPT', 'ZSC',
'ZXC'], dtype=object)
In [ ]:
import random
from itertools import combinations
random.seed(100)
# Generate all unique combinations (no overlapping and no same symbols)
all_combinations = list(combinations(selected_autocorr, 2))
# Check if there are enough pairs to sample 1000 pairs
if len(all_combinations) <500 :
print(f"Error: Not enough unique pairs. Available pairs: {len(all_combinations)}")
else:
# Randomly sample 1000 pairs from the combinations
random_pairs = random.sample(all_combinations, 500)
# Print the sampled pairs (you can remove or adjust this part as needed)
for ticker_1, ticker_2 in random_pairs:
print(f"{ticker_1} & {ticker_2}")
CLO & TRIO PRS & ZPT POT & VTC CTXC & ZPT MDS & SKM IMG & PI ORS & PI TKY & ZSC BRD & PLR BTS & UCN BBO & SSP PPC & SAN ETZ & RED ALI & RDN DDK & PXG HSC & ZXC DXT & MONA GNX & SPD DDK & MVP CURE & TNC CHAT & TPAY DASH & DAT IDT & RTE KNT & TRIO MONA & TDP DGB & ZXC MIOTA & NCC PTON & WINGS FRST & TCC LCS & QSP CPT & WXC BUY & LML DAB & HYC 2GIVE & ZXC MER & RED CLOAK & GIC CREVA & LML DASH & WPR CS & KCASH AID & RED EGT & GTM PLR & TMTG LXT & THC BUY & WINGS ARO & MTN ELF & QKC TM2 & UCN GAME & NCC HTDF & ZXC ICX & POLY KLKS & REQ SEELE & TMTG MHC & TKY ATCC & GAME BHD & UT GIN & GRC ORS & STAC EM & VTC EGT & TNS PAI & VIA UBQ & UGAS SPD & SPHTX ENG & LML CLOAK & ELF ATB & PINK HER & RTE CREVA & UCN ARO & WICC FRST & QUO BTS & TIC ARO & DOPE DOPE & WXC GNX & TOKO YAP & ZPT DOPE & KNT IPL & TDP HSC & SEELE PPC & QUN AC3 & DPY BTCDOWN & KMD REQ & UBQ DASH & XRP BTS & LCS DGB & RUFF AKA & XEM MAN & RDN BOX & KNT MHC & PINK CNN & DAB RTE & SPHTX AIT & ZXC PINK & RDN CREVA & DGB ALI & XMCT RED & UP ALI & MUE DAX & FSN ELF & XSR CPT & HYC BFT & MUE AKA & AUC CHAT & REQ DML & HER BERRY & SAN BUY & ENG EM & SINS ATN & EDN MHC & UCN AIT & PRS NKC & PCH RED & WINGS POLY & UBQ ICX & REQ POT & SSP XNK & ZPT DAT & HYC EM & QSP MVP & TPAY CLO & TDP DGB & POLY MTN & UGAS BBO & ENG FDZ & ZEBI MHC & PPC ERO & UT BFT & PTON DASH & MUE DRG & WINGS ALI & ORS MAN & TIC FOTA & RUFF 2GIVE & MER FOTA & RDN GLM & MIX AIT & THC AID & RDN GEM & SENC DXT & XEM MHC & ZEBI AAC & SINS BBO & SKM DPY & ELA GIC & RDN AID & CHAT BERRY & BTS INK & MUE GTM & TNS PI & WCC AIT & BERRY DAM & DRG BELA & LND AID & BOX INK & MHC CLO & MAN CPT & QUN 2GIVE & NLG AC3 & KCASH GSC & RTE TM2 & VTC MER & TNS CTXC & XMCT LML & OPEN LML & UCN PINK & WXC DAT & PLR DML & MTN CREVA & DASH FOTA & PCH AUC & KNT PPC & ZPT CENNZ & UCN PAI & VID THC & XRP BRD & TIC GIN & MIX BUY & SSP BRD & TRIO DPY & UP ALI & MVP MDS & TNS PRS & TDP NLG & TMTG IMG & WCC BERRY & DML ATN & SENC ALI & LCS PEOS & TKY MVP & NLG ACAT & NLG CNN & RED SALT & UP BOX & TPAY BERRY & IDT GEM & ORS BFT & SKM CLOAK & DOPE CHAT & STRAX CLOAK & CTXC CTXC & CURE IPL & XPAT LET & VTC BOX & LML SEELE & YAP GTM & QSP BTCDOWN & THC RDN & UBQ FTI & KCASH DRG & STRAX IDT & WPR DXT & HQX AIT & FTI AC3 & MTN DRG & IMG TKY & XPAT BTCDOWN & ELA BERRY & LXT BUY & PPC QUO & SAN ARO & LML RUFF & SALT IMG & QUO TNS & XSR RTE & VTC DDK & LXT SPC & TM2 ALI & PINK TKY & VID ENG & TGAME AIDOC & ENG XRP & ZLA BOX & XNK DAB & XSR AKA & CREVA EDN & FSN PXG & WICC AAC & XNK BTCDOWN & ICX DPY & TIC KMD & UP GSC & WICC BTS & PRS GIN & HSC BOX & HYC GLM & UP GLM & PINK PAI & WINGS DASH & TKY HER & LML BERRY & GSC CPT & EDN ICX & PLR CNN & MTN DASH & TIC NCC & OPEN BELA & CNN BERRY & DXT GRC & MDS DDK & MIOTA GRC & GTM FDZ & SKY CNN & GOLD BRD & SPD PI & TDP AC3 & TPAY DDK & QUN VID & ZSC CREVA & INK RDN & WCC AKA & POLY PEOS & TIC IMG & SINS AAC & FOTA BELA & GTM SSP & XNK ATCC & BTS NCC & TPAY LML & SKY CNN & TNC DAT & KCASH PAI & PLR DAB & GNX DDK & SKM FDZ & IPL ENG & GEM DOPE & PRS GEM & POLY MHC & NCASH MDS & MVP ERO & SPD HSC & SPC AID & WXC FDZ & LCS ELA & ENG VTC & WPR CURE & HTDF ARO & MUE MUE & ZLA BFT & EM INK & MER BTS & NLG CS & VERI RDN & WPR KNT & VERI DML & SSP VIA & WINGS EGT & PLR MIOTA & RED ACAT & TPAY QSP & TNS HTDF & SKY AKA & BBO ETZ & WPR STRAX & TIC ALI & XNK AUC & PTON IPL & LXT AKA & MEXC ERO & LML PRS & REQ GAME & GIC MEXC & NLG KLKS & TNC GTM & WINGS CPT & HER BUY & TOKO DAB & WXC HYC & PINK SPC & YAP MEXC & XMCT MONA & PEOS ELF & POSW STRAX & TOKO BHD & DDK DML & GAME CURE & MER BBO & DAX ELF & HYC BBO & UP ACAT & HQX FSN & TNC SAN & WINGS DOPE & XEM HSC & XEM MIX & SENC ALI & DXT FRST & FSN REQ & YAP ICX & STRAX ICX & OPEN AUC & GRC TNC & UCN FXT & VERI CPT & NAV LCS & MVP GNX & QUN EDN & KLKS MIOTA & POSW ORS & SPD AKA & CPT 2GIVE & TKY FOTA & GLM BELA & BERRY BHD & HTDF FRST & SIB NCASH & XSR RUFF & VTC FSN & LCS AKA & SIB SPHTX & XEM GOLD & KLKS DAB & SALT BELA & XEM BERRY & TM2 SKM & ZXC DGB & POSW BELA & SPHTX HYC & INK CNN & XEM MIX & PINK TKY & VTC AKA & CTXC MER & RDN HQX & YAP MIX & RTE CURE & PXG ORS & RDN ELF & SINS BBO & TIC POLY & SKM KNT & MIOTA 2GIVE & ENG FXT & WPR NCASH & ZEBI AAC & QSP POLY & UT FXT & TKY DAX & EDN PLR & SSP SKM & SPC BUY & SINS RDN & ZPT CHAT & TNS DDK & SPHTX FXT & PPC MAN & PI AAC & PLR AID & LXT MHC & RED ELA & PXG CLO & GTM EGT & WCC RED & TMTG CTXC & QUN MONA & TPAY GNX & SKM GIC & LET YAP & ZEBI LXT & XRP LND & SPD MAN & NAV RED & WICC BTCDOWN & TKY CHAT & PXG AIDOC & TDP TNS & UGAS ATB & POLY ACAT & PXG TMTG & XRP NKC & WCC LXT & SSP DPY & NCC ACAT & POT BTCDOWN & GEM AUC & QUO DPY & WPR LML & POSW FDZ & PTON GNX & TNC VID & ZLA CREVA & MHC RTE & XMCT KMD & THC IDT & TM2 IMG & RED MIX & WICC FSN & NCC AUC & PAI NCASH & SIB DXT & ZLA LXT & REQ 2GIVE & BBO GAME & SKM AIT & CEN LBA & STAC SALT & THC MTN & RUFF ENG & MHC PCH & POSW CHAT & GLM SPD & WPR KCASH & NLG GAME & WINGS AC3 & AID BBO & CENNZ MAN & YAP BUY & DRG WPR & XEM MEXC & TIC DGB & TKY CREVA & EDN FOTA & LBA ALI & ZSC BFT & DPY POLY & TOKO ICX & UT AID & PEOS IDT & WAN DAX & XNK HSC & HTDF ELF & KCASH GEM & UBQ VIA & WAN FXT & RUFF GRC & MUE GSC & UP GOLD & STRAX FDZ & GNX BOX & CHAT CPT & ENG GNX & XSR PEOS & UT TM2 & XEM EDN & IMG EDN & MIX ELA & LET HTDF & SPD CLO & ZSC MER & UCN QUO & XRP QUN & TM2
In [ ]:
from statsmodels.tsa.stattools import coint
# Function to calculate cointegration between two symbols
def calculate_cointegration(symbol1, symbol2, df):
# Extract the 'Close' prices for the two symbols
series1 = df[df['Symbol'] == symbol1]['Close'].dropna().values
series2 = df[df['Symbol'] == symbol2]['Close'].dropna().values
# Align the series by trimming them to the same length (taking the shortest available)
min_length = min(len(series1), len(series2))
series1, series2 = series1[-min_length:], series2[-min_length:]
# Perform the cointegration test
coint_p_value = coint(series1, series2)[1]
# Return the symbols and the p-value
return symbol1, symbol2, coint_p_value
In [ ]:
from tqdm import tqdm
# Store cointegration results
cointegration_results = []
# Use tqdm to track the random pairs processing
for symbol1, symbol2 in tqdm(random_pairs, desc="Testing cointegration on random pairs"):
p_value = calculate_cointegration(symbol1, symbol2, df) # Pass 'df' to the function
# Append the result if the p-value is below the threshold for cointegration
if p_value[2] < 0.05: # Cointegration significance threshold
cointegration_results.append(p_value)
# Sort by p-value to find the best cointegrated pairs
best_pairs = sorted(cointegration_results, key=lambda x: x[2])
# Display the top cointegrated pairs
print("Top cointegrated pairs:", best_pairs[:10])
Testing cointegration on random pairs: 100%|██████████| 500/500 [04:38<00:00, 1.80it/s]
Top cointegrated pairs: [('BERRY', 'DXT', 9.383919344315103e-27), ('MIX', 'PINK', 1.814004526229856e-21), ('KNT', 'MIOTA', 1.1398837620900376e-20), ('MIX', 'WICC', 5.831640617500326e-20), ('HER', 'RTE', 1.8280268752359297e-19), ('FRST', 'FSN', 1.5334236611843847e-16), ('KNT', 'TRIO', 1.7874965339282987e-16), ('DAT', 'PLR', 2.5611460731147188e-14), ('GNX', 'SPD', 8.202150065614732e-14), ('SKM', 'SPC', 2.1466284892984987e-13)]
In [ ]:
best_pairs
Out[ ]:
[('BERRY', 'DXT', 9.383919344315103e-27),
('MIX', 'PINK', 1.814004526229856e-21),
('KNT', 'MIOTA', 1.1398837620900376e-20),
('MIX', 'WICC', 5.831640617500326e-20),
('HER', 'RTE', 1.8280268752359297e-19),
('FRST', 'FSN', 1.5334236611843847e-16),
('KNT', 'TRIO', 1.7874965339282987e-16),
('DAT', 'PLR', 2.5611460731147188e-14),
('GNX', 'SPD', 8.202150065614732e-14),
('SKM', 'SPC', 2.1466284892984987e-13),
('PINK', 'RDN', 5.245577357195708e-13),
('RED', 'WINGS', 1.689132800180734e-12),
('MER', 'RDN', 4.7513939981820185e-12),
('GRC', 'MDS', 7.932189732471335e-12),
('BRD', 'PLR', 1.7618783233803196e-11),
('DPY', 'UP', 3.8255351007261964e-11),
('KNT', 'VERI', 9.428639414731054e-11),
('MIX', 'RTE', 1.547692920997332e-10),
('MUE', 'ZLA', 6.283414595578094e-10),
('BBO', 'SKM', 1.082499194596145e-09),
('AC3', 'DPY', 1.1291488709020947e-09),
('RDN', 'UBQ', 3.1219345361869908e-09),
('DPY', 'NCC', 3.4033390371196204e-09),
('ORS', 'RDN', 5.2206796738946825e-09),
('CLOAK', 'ELF', 1.3928148941404946e-08),
('MVP', 'NLG', 1.9132390572934006e-08),
('PTON', 'WINGS', 5.732964972586831e-08),
('AID', 'CHAT', 7.258103597874293e-08),
('ALI', 'MUE', 8.202486352782419e-08),
('PRS', 'ZPT', 8.778152491850562e-08),
('EDN', 'FSN', 1.1449377084323594e-07),
('MEXC', 'TIC', 3.0235595675181047e-07),
('DXT', 'ZLA', 3.556201798490085e-07),
('DML', 'GAME', 4.146008259644306e-07),
('CNN', 'RED', 4.3697064958668954e-07),
('ALI', 'LCS', 8.078899766295796e-07),
('ATCC', 'BTS', 8.361304794177026e-07),
('BTS', 'NLG', 8.6916417243315e-07),
('ALI', 'XNK', 1.3571505621947915e-06),
('MEXC', 'NLG', 1.3879679244042e-06),
('CHAT', 'STRAX', 1.4629679281408037e-06),
('FDZ', 'SKY', 1.60749336616168e-06),
('CS', 'VERI', 1.8813394431737018e-06),
('MTN', 'RUFF', 2.043919080028544e-06),
('EGT', 'TNS', 2.3772433580712857e-06),
('EGT', 'PLR', 2.4430547558173845e-06),
('AIT', 'FTI', 3.557923566821654e-06),
('BFT', 'DPY', 5.357126293545172e-06),
('EGT', 'GTM', 6.016729022435188e-06),
('ATB', 'PINK', 6.1382709367587405e-06),
('CLOAK', 'DOPE', 6.3404643260837615e-06),
('BUY', 'LML', 7.315767338281824e-06),
('AID', 'RDN', 7.75821231279593e-06),
('HSC', 'XEM', 9.158716472434103e-06),
('ICX', 'POLY', 9.430063631303236e-06),
('HSC', 'SPC', 1.0346212401864782e-05),
('DPY', 'ELA', 1.1595995310593834e-05),
('BBO', 'TIC', 1.3072004502573315e-05),
('GRC', 'MUE', 1.6101078049807063e-05),
('PRS', 'REQ', 1.8498372743065432e-05),
('CHAT', 'REQ', 2.1653776649370244e-05),
('ATCC', 'GAME', 3.056837469387271e-05),
('ICX', 'REQ', 3.5999639577108545e-05),
('BERRY', 'SAN', 3.649494528702343e-05),
('ORS', 'SPD', 3.651602361832246e-05),
('CHAT', 'GLM', 4.0814385564905984e-05),
('PAI', 'VID', 4.610972909858432e-05),
('CPT', 'HYC', 5.369909303996432e-05),
('HQX', 'YAP', 6.089988161554383e-05),
('VTC', 'WPR', 6.211438798809657e-05),
('TKY', 'ZSC', 6.663351464673403e-05),
('BERRY', 'TM2', 6.757660183961447e-05),
('ELA', 'LET', 6.79023875251926e-05),
('2GIVE', 'MER', 6.811205169834866e-05),
('SPD', 'WPR', 7.314933529954038e-05),
('WPR', 'XEM', 7.59919171233631e-05),
('LCS', 'QSP', 9.185548889966434e-05),
('ELA', 'ENG', 0.00010159744020783928),
('FDZ', 'LCS', 0.00011444131401674206),
('ALI', 'DXT', 0.0001244718896745777),
('XNK', 'ZPT', 0.00012541367173480976),
('ALI', 'MVP', 0.00013315529786925016),
('SALT', 'UP', 0.0001406612823441201),
('CPT', 'WXC', 0.00014360827460805644),
('ALI', 'ZSC', 0.00015282783654687097),
('ARO', 'WICC', 0.0001573104579397983),
('GTM', 'WINGS', 0.00018364062301770586),
('INK', 'MUE', 0.0001943750161053421),
('ACAT', 'POT', 0.0001994903206272236),
('DPY', 'WPR', 0.00019959976712346692),
('ICX', 'STRAX', 0.0002201766431361091),
('FRST', 'TCC', 0.0002305043933459931),
('DDK', 'MIOTA', 0.00024247071391162638),
('THC', 'XRP', 0.0002461186269869955),
('DRG', 'STRAX', 0.0002725159115897879),
('ALI', 'RDN', 0.0002903187192059793),
('BELA', 'BERRY', 0.00031776555017118754),
('BOX', 'CHAT', 0.00032779741088844074),
('ALI', 'PINK', 0.000327878017412424),
('GEM', 'UBQ', 0.0003518174946240488),
('ARO', 'DOPE', 0.00037218934289813755),
('ALI', 'XMCT', 0.00044353136688120607),
('TM2', 'UCN', 0.000453260638716487),
('ACAT', 'NLG', 0.00047139924496195865),
('AC3', 'AID', 0.00047239769396360706),
('SALT', 'THC', 0.0004734168080727784),
('BERRY', 'IDT', 0.0005552113542042268),
('IMG', 'RED', 0.0005557241300050323),
('EM', 'VTC', 0.0006152037275098696),
('2GIVE', 'NLG', 0.0006182440216850095),
('PAI', 'VIA', 0.0007597243666509189),
('BOX', 'XNK', 0.0007604129835911807),
('ICX', 'PLR', 0.0007759002510824645),
('AKA', 'CPT', 0.0009346582129134866),
('POLY', 'UBQ', 0.0009358673474046222),
('TM2', 'XEM', 0.0009423710570088017),
('SKM', 'ZXC', 0.000958278302139098),
('ARO', 'MUE', 0.0009918339505795629),
('BERRY', 'BTS', 0.0010219739924260424),
('DRG', 'WINGS', 0.0010435738202936142),
('BELA', 'GTM', 0.0010506656631444576),
('MIOTA', 'POSW', 0.0010594352126598306),
('BELA', 'SPHTX', 0.0011390117332937236),
('BFT', 'MUE', 0.001187706655405935),
('RUFF', 'VTC', 0.0012565843120492428),
('CTXC', 'ZPT', 0.0012669046532492914),
('GEM', 'SENC', 0.0012683765169969388),
('EM', 'QSP', 0.0013263479423004224),
('FTI', 'KCASH', 0.0013572473675253257),
('HSC', 'SEELE', 0.001361188131060006),
('DASH', 'DAT', 0.0014724502531647757),
('BOX', 'TPAY', 0.0015822024538992394),
('BUY', 'PPC', 0.0016152260759627918),
('DAT', 'KCASH', 0.001647188052843013),
('LBA', 'STAC', 0.0017644835831470691),
('BBO', 'CENNZ', 0.0017662606416559573),
('PAI', 'WINGS', 0.0018390326070455239),
('KLKS', 'REQ', 0.0019042336458635282),
('MDS', 'SKM', 0.0019069230568829001),
('MEXC', 'XMCT', 0.0020561155004745198),
('CNN', 'MTN', 0.0020600827427914906),
('AUC', 'GRC', 0.0022079730624888143),
('FOTA', 'RUFF', 0.002213255698037115),
('BUY', 'DRG', 0.002262158620898806),
('CURE', 'MER', 0.002294677517649346),
('CTXC', 'CURE', 0.0023481360367438833),
('AIT', 'THC', 0.002422339503174372),
('ALI', 'ORS', 0.002562992993815402),
('ARO', 'LML', 0.00262870846166237),
('GSC', 'RTE', 0.0027274456344926934),
('SPD', 'SPHTX', 0.00278947175079378),
('AIDOC', 'ENG', 0.0031073675969284947),
('SAN', 'WINGS', 0.003370931753899598),
('FOTA', 'GLM', 0.0036073328582868175),
('2GIVE', 'ENG', 0.0037207044383042007),
('POT', 'VTC', 0.003810095393724527),
('NKC', 'PCH', 0.0038655268038071413),
('DOPE', 'PRS', 0.0042413301207030974),
('RTE', 'VTC', 0.004370961699868055),
('ATB', 'POLY', 0.0043956810573207335),
('CLOAK', 'CTXC', 0.00442802731513497),
('PPC', 'ZPT', 0.004680573147663133),
('REQ', 'UBQ', 0.004706080343925163),
('MIX', 'SENC', 0.005158918422461713),
('AID', 'RED', 0.005289126715890556),
('GIN', 'GRC', 0.005747606554804966),
('BELA', 'CNN', 0.00585298132979054),
('FRST', 'SIB', 0.006056079589641513),
('DXT', 'HQX', 0.006068897064709291),
('CPT', 'EDN', 0.006733470295823958),
('IDT', 'WAN', 0.006873554315214005),
('BERRY', 'LXT', 0.006990980603491188),
('KCASH', 'NLG', 0.007054662567636709),
('AIT', 'BERRY', 0.007100475890061354),
('GNX', 'QUN', 0.007842446036573737),
('GIC', 'RDN', 0.007931597144505744),
('INK', 'MER', 0.007962339149879023),
('CLOAK', 'GIC', 0.008291167430369306),
('CNN', 'XEM', 0.009614885441575908),
('HTDF', 'SPD', 0.009742990707651696),
('AC3', 'TPAY', 0.009753530406801145),
('VID', 'ZSC', 0.00981331536837578),
('BERRY', 'DML', 0.010203963722575801),
('BBO', 'DAX', 0.010246545425362808),
('AIT', 'PRS', 0.010324696759294873),
('PAI', 'PLR', 0.010763294922997779),
('DML', 'HER', 0.011699799285176764),
('BHD', 'HTDF', 0.011709701231255525),
('AID', 'WXC', 0.011728413441832246),
('GIC', 'LET', 0.011733702201082387),
('BOX', 'HYC', 0.011921847709679169),
('PCH', 'POSW', 0.012200098014922757),
('ORS', 'STAC', 0.01247701628777261),
('DASH', 'WPR', 0.012994154074218523),
('IPL', 'LXT', 0.013080490140740185),
('MONA', 'PEOS', 0.013440423137481132),
('AC3', 'MTN', 0.013741395108057948),
('BTS', 'LCS', 0.013821810588571995),
('FXT', 'TKY', 0.013984950363158161),
('HYC', 'INK', 0.014760700731119878),
('2GIVE', 'TKY', 0.014960911942708245),
('AID', 'BOX', 0.015032850884077938),
('RTE', 'XMCT', 0.015050437968697096),
('FDZ', 'ZEBI', 0.01581360465576833),
('QUN', 'TM2', 0.016252301425473827),
('NCC', 'TPAY', 0.016289318625906195),
('FDZ', 'IPL', 0.016455819863422618),
('AID', 'LXT', 0.016690421348880078),
('QUO', 'XRP', 0.016860792840789722),
('BUY', 'TOKO', 0.01864492194399825),
('HTDF', 'ZXC', 0.018825933870621286),
('GAME', 'SKM', 0.019517236440313144),
('DML', 'MTN', 0.0197551343170757),
('ACAT', 'TPAY', 0.01982238021631986),
('BUY', 'ENG', 0.020077559617846286),
('MHC', 'UCN', 0.0215492094754932),
('IMG', 'PI', 0.02210504438807584),
('HTDF', 'SKY', 0.022139699526530603),
('BOX', 'KNT', 0.0223020671958738),
('GTM', 'QSP', 0.022919149999486216),
('AID', 'PEOS', 0.022999855231534642),
('KMD', 'THC', 0.02361768699363578),
('LML', 'SKY', 0.024133606149272045),
('DAB', 'WXC', 0.02452324599827434),
('DASH', 'MUE', 0.025254355242424947),
('AKA', 'CREVA', 0.025902395821122665),
('IDT', 'RTE', 0.02636684418772071),
('AKA', 'AUC', 0.02638543706737251),
('ORS', 'PI', 0.02692689333573176),
('GTM', 'TNS', 0.028529815433179954),
('ACAT', 'HQX', 0.028597751012272105),
('BUY', 'SSP', 0.02876471122891409),
('DDK', 'QUN', 0.02889917715657496),
('AKA', 'XEM', 0.029055509064259133),
('QUO', 'SAN', 0.029170821342075028),
('CS', 'KCASH', 0.03267948851328634),
('FOTA', 'RDN', 0.03307782135352392),
('PLR', 'SSP', 0.03327638688247991),
('GAME', 'WINGS', 0.03372920643929682),
('LET', 'VTC', 0.03373186940988437),
('BBO', 'ENG', 0.033860986623731514),
('RDN', 'ZPT', 0.03395292655872002),
('PXG', 'WICC', 0.03546243311226005),
('PPC', 'SAN', 0.03623429348723124),
('DAB', 'GNX', 0.036408397222855104),
('LML', 'OPEN', 0.036996876418896284),
('AC3', 'KCASH', 0.03713499464989276),
('MDS', 'TNS', 0.03806898459374416),
('DOPE', 'KNT', 0.038582347535192275),
('MAN', 'RDN', 0.03878231005313349),
('MHC', 'PPC', 0.03995028120677692),
('NCASH', 'SIB', 0.0408580962285157),
('DAB', 'SALT', 0.04089748573094025),
('AKA', 'MEXC', 0.041474840970688605),
('NKC', 'WCC', 0.04185464209523983),
('MER', 'UCN', 0.04209607098245566),
('DDK', 'SKM', 0.042631577153754374),
('MHC', 'PINK', 0.04302517032756866),
('SSP', 'XNK', 0.04307439694734423),
('DXT', 'XEM', 0.04360716811459233),
('GIN', 'HSC', 0.04543239730263067),
('DAX', 'XNK', 0.04634692421390134),
('HYC', 'PINK', 0.04698337972868758),
('MHC', 'TKY', 0.048257955444864976),
('DOPE', 'WXC', 0.049069162520412234),
('DDK', 'MVP', 0.04919703597771326),
('AKA', 'BBO', 0.04929264284007798)]
In [ ]:
top_five_pairs = sorted(cointegration_results, key=lambda x: x[2])[:5]
# Display the top 5 pairs
print("Top 5 cointegrated pairs:")
for symbol1, symbol2, p_value in top_five_pairs:
print(f"{symbol1} & {symbol2} - p-value: {p_value}")
Top 5 cointegrated pairs: BERRY & DXT - p-value: 9.383919344315103e-27 MIX & PINK - p-value: 1.814004526229856e-21 KNT & MIOTA - p-value: 1.1398837620900376e-20 MIX & WICC - p-value: 5.831640617500326e-20 HER & RTE - p-value: 1.8280268752359297e-19
In [ ]:
import statsmodels.api as sm
import matplotlib.dates as mdates
import matplotlib.pyplot as plt
# Analyze relationships for the top 5 pairs
for symbol1, symbol2, p_value in top_five_pairs:
# Get the closing prices
series1 = df[df['Symbol'] == symbol1]['Close'].dropna()
series2 = df[df['Symbol'] == symbol2]['Close'].dropna()
# Align the two series
min_length = min(len(series1), len(series2))
series1, series2 = series1[-min_length:], series2[-min_length:]
# Ensure the index is of datetime type and align indices
series1.index = pd.to_datetime(series1.index)
series2.index = pd.to_datetime(series2.index)
series1, series2 = series1.align(series2, join='inner') # Align indices
# Convert the index to matplotlib dates
dates1 = mdates.date2num(series1.index.to_pydatetime())
dates2 = mdates.date2num(series2.index.to_pydatetime())
# Plotting the price series
plt.figure(figsize=(12, 6))
plt.plot(dates1, series1.values, label=symbol1) # Use .values to get the array of values
plt.plot(dates2, series2.values, label=symbol2) # Use .values to get the array of values
plt.title(f'Price Comparison: {symbol1} vs {symbol2}')
plt.xlabel('Date')
plt.ylabel('Price')
plt.legend()
plt.grid()
# Set x-ticks to display only the year
plt.gca().xaxis.set_major_locator(mdates.YearLocator())
plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y'))
plt.xticks(rotation=45)
# Set x-axis limits to the desired range
plt.xlim(dates1[0], dates1[-1])
plt.show()
# Calculate hedge ratio using OLS regression
X = sm.add_constant(series2) # Add constant term for OLS
model = sm.OLS(series1, X).fit()
hedge_ratio = model.params[1]
print(f"Hedge Ratio for {symbol1} and {symbol2}: {hedge_ratio}")
Hedge Ratio for BERRY and DXT: 0.7503303975552978
Hedge Ratio for MIX and PINK: -0.0746559911428834
Hedge Ratio for KNT and MIOTA: 0.0007289757613702183
Hedge Ratio for MIX and WICC: -0.009462423212793338
Hedge Ratio for HER and RTE: 0.575376773286134
In [ ]:
# Assuming 'best_pairs' is the list of tuples containing (symbol1, symbol2, p-value)
df_cointegration_results = pd.DataFrame(best_pairs, columns=['Symbol1', 'Symbol2', 'Cointegration_P_Value'])
# Print the DataFrame
print(df_cointegration_results)
Symbol1 Symbol2 Cointegration_P_Value 0 BERRY DXT 9.383919e-27 1 MIX PINK 1.814005e-21 2 KNT MIOTA 1.139884e-20 3 MIX WICC 5.831641e-20 4 HER RTE 1.828027e-19 .. ... ... ... 262 HYC PINK 4.698338e-02 263 MHC TKY 4.825796e-02 264 DOPE WXC 4.906916e-02 265 DDK MVP 4.919704e-02 266 AKA BBO 4.929264e-02 [267 rows x 3 columns]
In [ ]:
# Extract p-values for visualization
p_values = [pair[2] for pair in best_pairs]
# Create a histogram of p-values
plt.hist(p_values, bins=20, color='skyblue', edgecolor='black')
plt.xlabel('Cointegration P-value')
plt.ylabel('Frequency')
plt.title('Distribution of Cointegration P-values for Top Pairs')
plt.show()
In [ ]:
from statsmodels.graphics.tsaplots import plot_acf, plot_pacf
# Assuming 'df' is your DataFrame and 'stationary_tickers' is your list of stationary tickers
for symbol in stationary_tickers[:5]: # Analyze ACF and PACF for the first 5 stationary tickers
close_prices = df[df['Symbol'] == symbol]['Close'].dropna()
# ACF plot
plt.figure(figsize=(12, 6))
plot_acf(close_prices, lags=40) # You can adjust the number of lags as needed
plt.title(f'Autocorrelation Function (ACF) for {symbol}')
plt.show()
# PACF plot
plt.figure(figsize=(12, 6))
plot_pacf(close_prices, lags=40) # You can adjust the number of lags as needed
plt.title(f'Partial Autocorrelation Function (PACF) for {symbol}')
plt.show()
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In [ ]:
import matplotlib.pyplot as plt
import seaborn as sns
import statsmodels.api as sm
import pandas as pd
from statsmodels.tsa.stattools import coint
# Assuming 'df' is your DataFrame, 'best_pairs' is the list of cointegrated pairs, and 'top_five_pairs' contains the top 5 pairs
for symbol1, symbol2, p_value in top_five_pairs:
# Get the closing prices
series1 = df[df['Symbol'] == symbol1]['Close'].dropna()
series2 = df[df['Symbol'] == symbol2]['Close'].dropna()
# Align the two series
min_length = min(len(series1), len(series2))
series1, series2 = series1[-min_length:], series2[-min_length:]
# Ensure the index is of datetime type and align indices
series1.index = pd.to_datetime(series1.index)
series2.index = pd.to_datetime(series2.index)
series1, series2 = series1.align(series2, join='inner') # Align indices
# Calculate the spread using OLS regression
X = sm.add_constant(series2) # Add constant term for OLS
# Ensure indices are aligned before fitting the model
if not series1.index.equals(X.index):
series1, X = series1.align(X, join='inner')
model = sm.OLS(series1, X).fit()
hedge_ratio = model.params[1]
spread = series1 - hedge_ratio * series2
# 2. Histogram of the Spread
plt.figure(figsize=(10, 6))
sns.histplot(spread, bins=30, kde=True)
plt.title(f'Distribution of Spread between {symbol1} and {symbol2}')
plt.xlabel('Spread')
plt.ylabel('Frequency')
plt.show()
# 5. Time Series Plot of Spread and Z-Score
spread_mean = spread.mean()
spread_std = spread.std()
zscore = (spread - spread_mean) / spread_std
plt.figure(figsize=(12, 6))
plt.plot(spread, label='Spread')
plt.plot(zscore, label='Z-Score', color='red')
plt.title(f'Spread and Z-Score for {symbol1} vs {symbol2}')
plt.xlabel('Date')
plt.ylabel('Value')
plt.legend()
plt.xticks([]) # Remove x-axis ticks for better readability
plt.show()
print(f"Spread Mean: {spread_mean}, Spread Standard Deviation: {spread_std}")
print(f"Z-Score Mean: {zscore.mean()}, Z-Score Standard Deviation: {zscore.std()}")
print('*'*80)
Spread Mean: 0.0001516700420994323, Spread Standard Deviation: 0.007245826852576261 Z-Score Mean: -2.074144766605797e-17, Z-Score Standard Deviation: 1.0000000000000004 ********************************************************************************
Spread Mean: 0.006887159326728772, Spread Standard Deviation: 0.011753085511836398 Z-Score Mean: -1.0357765827406708e-16, Z-Score Standard Deviation: 0.999999999999999 ********************************************************************************
Spread Mean: 0.0008156436525677632, Spread Standard Deviation: 0.0029801454688091027 Z-Score Mean: 0.0, Z-Score Standard Deviation: 1.0000000000000013 ********************************************************************************
Spread Mean: 0.008695978903106704, Spread Standard Deviation: 0.01171889899137863 Z-Score Mean: 5.178882913703354e-17, Z-Score Standard Deviation: 0.9999999999999997 ********************************************************************************
Spread Mean: -0.000506836774182165, Spread Standard Deviation: 0.0007424052857081954 Z-Score Mean: 0.0, Z-Score Standard Deviation: 0.9999999999999993 ********************************************************************************
In [ ]:
import statsmodels.api as sm
from sklearn.preprocessing import StandardScaler
# Assuming top_five_pairs is a list of tuples (symbol1, symbol2, p_value)
# Initialize an empty DataFrame to store features for all pairs
combined_features = pd.DataFrame()
# Loop through each pair
for symbol1, symbol2, p_value in top_five_pairs:
# Get the closing prices for both symbols
series1 = df[df['Symbol'] == symbol1]['Close'].dropna()
series2 = df[df['Symbol'] == symbol2]['Close'].dropna()
# Align the two series
min_length = min(len(series1), len(series2))
series1, series2 = series1[-min_length:], series2[-min_length:]
# Ensure the indices are aligned *before* adding a constant
series1, series2 = series1.align(series2, join='inner')
# Calculate the hedge ratio using OLS regression
X = sm.add_constant(series2) # Add constant term for OLS
model = sm.OLS(series1, X).fit()
hedge_ratio = model.params[1]
# Calculate the spread (the price difference adjusted by the hedge ratio)
spread = series1 - hedge_ratio * series2
# Calculate the z-score of the spread
spread_mean = spread.mean()
spread_std = spread.std()
zscore = (spread - spread_mean) / spread_std
# Create a DataFrame with features
features_df = pd.DataFrame({
'Date': series1.index, # Using index as date
'Symbol1_Close': series1.values,
'Symbol2_Close': series2.values,
'Spread': spread.values,
'Z-Score': zscore.values,
'Hedge_Ratio': hedge_ratio
})
# Add more feature engineering columns if needed
features_df['Spread_Change'] = features_df['Spread'].diff() # Change in spread
features_df['Z-Score_Change'] = features_df['Z-Score'].diff() # Change in z-score
# Add pair identifier
features_df['Pair'] = f'{symbol1}-{symbol2}'
# Concatenate the new features into the combined DataFrame
combined_features = pd.concat([combined_features, features_df])
# Reset index of the final DataFrame
combined_features.reset_index(drop=True, inplace=True)
# Check the combined DataFrame
print(combined_features.head())
Date Symbol1_Close Symbol2_Close Spread Z-Score Hedge_Ratio \ 0 2018-04-07 0.067872 0.026837 0.047736 6.567116 0.75033 1 2018-04-08 0.079644 0.029703 0.057356 7.894826 0.75033 2 2018-04-09 0.059816 0.027954 0.038842 5.339631 0.75033 3 2018-04-10 0.049283 0.028746 0.027714 3.803901 0.75033 4 2018-04-11 0.057325 0.030662 0.034318 4.715311 0.75033 Spread_Change Z-Score_Change Pair 0 NaN NaN BERRY-DXT 1 0.009620 1.327710 BERRY-DXT 2 -0.018514 -2.555195 BERRY-DXT 3 -0.011128 -1.535730 BERRY-DXT 4 0.006604 0.911410 BERRY-DXT
In [ ]:
# Adding Lag Features (already implemented)
combined_features['Z-Score_Lag1'] = combined_features['Z-Score'].shift(1)
combined_features['Z-Score_Lag2'] = combined_features['Z-Score'].shift(2)
combined_features['Spread_Lag1'] = combined_features['Spread'].shift(1)
# Moving averages and rolling statistics
window_size = 10 # you can adjust this window size based on your needs
# Rolling Mean (Moving Average)
combined_features['Spread_MA'] = combined_features['Spread'].rolling(window=window_size).mean()
combined_features['Z-Score_MA'] = combined_features['Z-Score'].rolling(window=window_size).mean()
# Rolling Standard Deviation (Volatility)
combined_features['Spread_STD'] = combined_features['Spread'].rolling(window=window_size).std()
combined_features['Z-Score_STD'] = combined_features['Z-Score'].rolling(window=window_size).std()
# Rolling Correlation between Symbol1 and Symbol2 prices
combined_features['Rolling_Corr'] = combined_features['Symbol1_Close'].rolling(window=window_size).corr(combined_features['Symbol2_Close'])
# Rolling Max and Min to capture price range within the window
combined_features['Spread_Max'] = combined_features['Spread'].rolling(window=window_size).max()
combined_features['Spread_Min'] = combined_features['Spread'].rolling(window=window_size).min()
# Spread Change (percentage change)
combined_features['Spread_Change'] = combined_features['Spread'].pct_change()
# Z-Score Change (percentage change)
combined_features['Z-Score_Change'] = combined_features['Z-Score'].pct_change()
# Cumulative Sum of Spread (to track running total of spread movements)
combined_features['Spread_CumSum'] = combined_features['Spread'].cumsum()
# Optional: Drop rows with NaN values introduced by rolling windows
combined_features.dropna(inplace=True)
# Display the updated DataFrame with new features
print(combined_features.head())
Date Symbol1_Close Symbol2_Close Spread Z-Score Hedge_Ratio \
9 2018-04-16 0.056676 0.032678 0.032157 4.417033 0.75033
10 2018-04-17 0.058860 0.029134 0.037000 5.085469 0.75033
11 2018-04-18 0.060005 0.032296 0.035772 4.916010 0.75033
12 2018-04-19 0.061064 0.033379 0.036018 4.949974 0.75033
13 2018-04-20 0.058644 0.058364 0.014851 2.028723 0.75033
Spread_Change Z-Score_Change Pair Z-Score_Lag1 Z-Score_Lag2 \
9 -0.067329 -0.067626 BERRY-DXT 4.737407 4.560290
10 0.150618 0.151331 BERRY-DXT 4.417033 4.737407
11 -0.033186 -0.033322 BERRY-DXT 5.085469 4.417033
12 0.006880 0.006909 BERRY-DXT 4.916010 5.085469
13 -0.587670 -0.590155 BERRY-DXT 4.949974 4.916010
Spread_Lag1 Spread_MA Z-Score_MA Spread_STD Z-Score_STD Rolling_Corr \
9 0.034478 0.037062 5.094021 0.008937 1.233396 -0.267480
10 0.032157 0.035988 4.945856 0.008120 1.120611 -0.104226
11 0.037000 0.033830 4.647975 0.003167 0.437043 0.289060
12 0.035772 0.033548 4.609009 0.002771 0.382491 0.542704
13 0.036018 0.032261 4.431491 0.006395 0.882625 0.040238
Spread_Max Spread_Min Spread_CumSum
9 0.057356 0.027714 0.370621
10 0.057356 0.027714 0.407621
11 0.038842 0.027714 0.443393
12 0.037000 0.027714 0.479411
13 0.037000 0.014851 0.494263
In [ ]:
# Fill NaN values created by shifting
combined_features.fillna('mean', inplace=True)
# Optionally, you can scale the features using StandardScaler
scaler = StandardScaler()
scaled_columns = ['Spread', 'Z-Score', 'Spread_Change', 'Z-Score_Change', 'Z-Score_Lag1', 'Z-Score_Lag2', 'Spread_Lag1']
combined_features[scaled_columns] = scaler.fit_transform(combined_features[scaled_columns])
# Now you have a unified DataFrame with the spread, z-score, and other features for each pair
print(combined_features.head())
Date Symbol1_Close Symbol2_Close Spread Z-Score Hedge_Ratio \
9 2018-04-16 0.056676 0.032678 3.706978 4.547968 0.75033
10 2018-04-17 0.058860 0.029134 4.307913 5.234698 0.75033
11 2018-04-18 0.060005 0.032296 4.155567 5.060601 0.75033
12 2018-04-19 0.061064 0.033379 4.186100 5.095494 0.75033
13 2018-04-20 0.058644 0.058364 1.559845 2.094292 0.75033
Spread_Change Z-Score_Change Pair Z-Score_Lag1 Z-Score_Lag2 \
9 -0.022276 -0.022727 BERRY-DXT 4.863980 4.670781
10 0.034589 0.001963 BERRY-DXT 4.535657 4.851877
11 -0.013367 -0.018859 BERRY-DXT 5.220679 4.524306
12 -0.002914 -0.014322 BERRY-DXT 5.047015 5.207757
13 -0.158040 -0.081649 BERRY-DXT 5.081821 5.034491
Spread_Lag1 Spread_MA Z-Score_MA Spread_STD Z-Score_STD Rolling_Corr \
9 3.987456 0.037062 5.094021 0.008937 1.233396 -0.267480
10 3.699912 0.035988 4.945856 0.008120 1.120611 -0.104226
11 4.299850 0.033830 4.647975 0.003167 0.437043 0.289060
12 4.147756 0.033548 4.609009 0.002771 0.382491 0.542704
13 4.178240 0.032261 4.431491 0.006395 0.882625 0.040238
Spread_Max Spread_Min Spread_CumSum
9 0.057356 0.027714 0.370621
10 0.057356 0.027714 0.407621
11 0.038842 0.027714 0.443393
12 0.037000 0.027714 0.479411
13 0.037000 0.014851 0.494263
In [ ]:
combined_features.tail()
Out[ ]:
| Date | Symbol1_Close | Symbol2_Close | Spread | Z-Score | Hedge_Ratio | Spread_Change | Z-Score_Change | Pair | Z-Score_Lag1 | Z-Score_Lag2 | Spread_Lag1 | Spread_MA | Z-Score_MA | Spread_STD | Z-Score_STD | Rolling_Corr | Spread_Max | Spread_Min | Spread_CumSum | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4762 | 2021-07-14 | 0.000160 | 0.000959 | -0.331513 | 0.168459 | 0.575377 | -0.023209 | 0.024846 | HER-RTE | 0.125709 | 0.095142 | -0.335580 | -0.000515 | -0.010654 | 0.000097 | 0.130314 | 0.857883 | -0.000392 | -0.000672 | 11.186111 |
| 4763 | 2021-07-15 | 0.000153 | 0.000940 | -0.331010 | 0.174063 | 0.575377 | -0.007402 | -0.011112 | HER-RTE | 0.167044 | 0.124471 | -0.331871 | -0.000486 | 0.027533 | 0.000087 | 0.116662 | 0.925676 | -0.000388 | -0.000667 | 11.185723 |
| 4764 | 2021-07-16 | 0.000150 | 0.000949 | -0.331874 | 0.164429 | 0.575377 | -0.000031 | -0.021725 | HER-RTE | 0.172635 | 0.165712 | -0.331369 | -0.000459 | 0.064165 | 0.000063 | 0.084856 | 0.922608 | -0.000388 | -0.000565 | 11.185328 |
| 4765 | 2021-07-17 | 0.000152 | 0.000962 | -0.332664 | 0.155623 | 0.575377 | -0.000508 | -0.021533 | HER-RTE | 0.163025 | 0.171290 | -0.332232 | -0.000443 | 0.086145 | 0.000053 | 0.071296 | 0.884091 | -0.000388 | -0.000523 | 11.184926 |
| 4766 | 2021-07-18 | 0.000152 | 0.000994 | -0.334989 | 0.129692 | 0.575377 | 0.007465 | -0.035188 | HER-RTE | 0.154241 | 0.161701 | -0.333020 | -0.000433 | 0.098985 | 0.000047 | 0.062713 | 0.862406 | -0.000388 | -0.000523 | 11.184506 |
In [ ]:
combined_features.info()
<class 'pandas.core.frame.DataFrame'> Index: 4758 entries, 9 to 4766 Data columns (total 20 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 4758 non-null object 1 Symbol1_Close 4758 non-null float64 2 Symbol2_Close 4758 non-null float64 3 Spread 4758 non-null float64 4 Z-Score 4758 non-null float64 5 Hedge_Ratio 4758 non-null float64 6 Spread_Change 4758 non-null float64 7 Z-Score_Change 4758 non-null float64 8 Pair 4758 non-null object 9 Z-Score_Lag1 4758 non-null float64 10 Z-Score_Lag2 4758 non-null float64 11 Spread_Lag1 4758 non-null float64 12 Spread_MA 4758 non-null float64 13 Z-Score_MA 4758 non-null float64 14 Spread_STD 4758 non-null float64 15 Z-Score_STD 4758 non-null float64 16 Rolling_Corr 4758 non-null float64 17 Spread_Max 4758 non-null float64 18 Spread_Min 4758 non-null float64 19 Spread_CumSum 4758 non-null float64 dtypes: float64(18), object(2) memory usage: 780.6+ KB
In [ ]:
combined_features['Pair'].unique()
Out[ ]:
array(['BERRY-DXT', 'MIX-PINK', 'KNT-MIOTA', 'MIX-WICC', 'HER-RTE'],
dtype=object)
In [ ]:
training_df=combined_features.copy()
training_df.head()
Out[ ]:
| Date | Symbol1_Close | Symbol2_Close | Spread | Z-Score | Hedge_Ratio | Spread_Change | Z-Score_Change | Pair | Z-Score_Lag1 | Z-Score_Lag2 | Spread_Lag1 | Spread_MA | Z-Score_MA | Spread_STD | Z-Score_STD | Rolling_Corr | Spread_Max | Spread_Min | Spread_CumSum | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 | 2018-04-16 | 0.056676 | 0.032678 | 3.706978 | 4.547968 | 0.75033 | -0.022276 | -0.022727 | BERRY-DXT | 4.863980 | 4.670781 | 3.987456 | 0.037062 | 5.094021 | 0.008937 | 1.233396 | -0.267480 | 0.057356 | 0.027714 | 0.370621 |
| 10 | 2018-04-17 | 0.058860 | 0.029134 | 4.307913 | 5.234698 | 0.75033 | 0.034589 | 0.001963 | BERRY-DXT | 4.535657 | 4.851877 | 3.699912 | 0.035988 | 4.945856 | 0.008120 | 1.120611 | -0.104226 | 0.057356 | 0.027714 | 0.407621 |
| 11 | 2018-04-18 | 0.060005 | 0.032296 | 4.155567 | 5.060601 | 0.75033 | -0.013367 | -0.018859 | BERRY-DXT | 5.220679 | 4.524306 | 4.299850 | 0.033830 | 4.647975 | 0.003167 | 0.437043 | 0.289060 | 0.038842 | 0.027714 | 0.443393 |
| 12 | 2018-04-19 | 0.061064 | 0.033379 | 4.186100 | 5.095494 | 0.75033 | -0.002914 | -0.014322 | BERRY-DXT | 5.047015 | 5.207757 | 4.147756 | 0.033548 | 4.609009 | 0.002771 | 0.382491 | 0.542704 | 0.037000 | 0.027714 | 0.479411 |
| 13 | 2018-04-20 | 0.058644 | 0.058364 | 1.559845 | 2.094292 | 0.75033 | -0.158040 | -0.081649 | BERRY-DXT | 5.081821 | 5.034491 | 4.178240 | 0.032261 | 4.431491 | 0.006395 | 0.882625 | 0.040238 | 0.037000 | 0.014851 | 0.494263 |
In [ ]:
training_df['Pair'] = training_df['Pair'].str.strip()
In [ ]:
from sklearn.preprocessing import LabelEncoder
# Assuming 'training_df' is your DataFrame
le = LabelEncoder()
training_df['Pair_Encoded'] = le.fit_transform(training_df['Pair'])
# Print the unique encoded values and their corresponding original values
print(dict(zip(le.transform(training_df['Pair'].unique()), le.classes_)))
{0: 'BERRY-DXT', 3: 'HER-RTE', 2: 'KNT-MIOTA', 4: 'MIX-PINK', 1: 'MIX-WICC'}
In [ ]:
from sklearn.metrics import mean_squared_error
from sklearn.model_selection import train_test_split
from xgboost import XGBRegressor
from catboost import CatBoostRegressor
from lightgbm import LGBMRegressor
# Features and target (spread)
features = ['Z-Score', 'Hedge_Ratio', 'Spread_Change', 'Z-Score_Lag1', 'Z-Score_Lag2',
'Spread_Lag1', 'Spread_MA', 'Z-Score_MA', 'Spread_STD', 'Z-Score_STD',
'Rolling_Corr', 'Spread_Max', 'Spread_Min', 'Spread_CumSum','Pair_Encoded']
target = 'Spread'
# Forecasting horizon
forecast_horizon = 50 # Next 50 days forecast
# List of pairs
pairs = ['BERRY-DXT','HER-RTE', 'KNT-MIOTA','MIX-PINK', 'MIX-WICC']
In [ ]:
def create_xgboost_model(trial):
params = {
'n_estimators': trial.suggest_int('n_estimators', 100, 1000),
'max_depth': trial.suggest_int('max_depth', 3, 15),
'learning_rate': trial.suggest_loguniform('learning_rate', 0.01, 0.3),
'subsample': trial.suggest_float('subsample', 0.5, 1.0),
'colsample_bytree': trial.suggest_float('colsample_bytree', 0.5, 1.0),
'gamma': trial.suggest_float('gamma', 0, 10),
'min_child_weight': trial.suggest_int('min_child_weight', 1, 10),
'reg_lambda': trial.suggest_loguniform('reg_lambda', 1e-3, 10),
'reg_alpha': trial.suggest_loguniform('reg_alpha', 1e-3, 10)
}
return XGBRegressor(**params)
In [ ]:
def create_catboost_model(trial):
params = {
'iterations': trial.suggest_int('iterations', 100, 1000),
'depth': trial.suggest_int('depth', 4, 10),
'learning_rate': trial.suggest_loguniform('learning_rate', 0.01, 0.3),
'l2_leaf_reg': trial.suggest_float('l2_leaf_reg', 1e-5, 1e1),
'random_strength': trial.suggest_float('random_strength', 1e-9, 10),
'bagging_temperature': trial.suggest_float('bagging_temperature', 0, 1),
'border_count': trial.suggest_int('border_count', 32, 255),
}
return CatBoostRegressor(**params, silent=True)
In [ ]:
def create_lightgbm_model(trial):
params = {
'n_estimators': trial.suggest_int('n_estimators', 100, 1000),
'max_depth': trial.suggest_int('max_depth', 3, 15),
'learning_rate': trial.suggest_loguniform('learning_rate', 0.01, 0.3),
'num_leaves': trial.suggest_int('num_leaves', 20, 200),
'feature_fraction': trial.suggest_float('feature_fraction', 0.5, 1.0),
'bagging_fraction': trial.suggest_float('bagging_fraction', 0.5, 1.0),
'lambda_l1': trial.suggest_loguniform('lambda_l1', 1e-3, 10),
'lambda_l2': trial.suggest_loguniform('lambda_l2', 1e-3, 10),
'min_child_samples': trial.suggest_int('min_child_samples', 20, 100), # Increase to prevent overfitting
'min_split_gain': trial.suggest_float('min_split_gain', 0.01, 0.1), # Minimum gain required for a split
'force_col_wise': True, # Force LightGBM to use column-wise split, as recommended in logs
'min_data_in_leaf': trial.suggest_int('min_data_in_leaf', 1, 50)
}
return LGBMRegressor(**params)
In [ ]:
def objective(trial, model_name, X_train, y_train, X_val, y_val):
"""Objective function for Optuna optimization without KFold cross-validation."""
if model_name == 'catboost':
model = create_catboost_model(trial)
elif model_name == 'xgboost':
model = create_xgboost_model(trial)
elif model_name == 'lightgbm':
model = create_lightgbm_model(trial)
else:
raise ValueError(f"Invalid model name: {model_name}")
model.fit(X_train, y_train, eval_set=[(X_val, y_val)]) # Add early stopping
preds = model.predict(X_val)
mse_score = mean_squared_error(y_val, preds)
return mse_score
In [ ]:
def optimize_model(pair, model_name, X_train, y_train, X_val, y_val):
"""Optimizes model hyperparameters using Optuna without KFold cross-validation."""
study = optuna.create_study(direction='minimize')
study.optimize(lambda trial: objective(trial, model_name, X_train, y_train, X_val, y_val), n_trials=10)
best_params = study.best_params
best_mse = study.best_value
print(f"Best {model_name} MSE for {pair}: {best_mse}")
return best_params, best_mse
In [ ]:
def ensemble_prediction(xgb_model, catboost_model, lightgbm_model, X_test, mse_xgb, mse_catboost, mse_lightgbm):
xgb_pred = xgb_model.predict(X_test)
catboost_pred = catboost_model.predict(X_test)
lightgbm_pred = lightgbm_model.predict(X_test)
# Compute weights as inverse of MSE
total_mse = 1 / mse_xgb + 1 / mse_catboost + 1 / mse_lightgbm
weight_xgb = (1 / mse_xgb) / total_mse
weight_catboost = (1 / mse_catboost) / total_mse
weight_lightgbm = (1 / mse_lightgbm) / total_mse
# Weighted average based on inverse MSE
ensemble_pred = (weight_xgb * xgb_pred + weight_catboost * catboost_pred + weight_lightgbm * lightgbm_pred)
return ensemble_pred
In [ ]:
import optuna
from sklearn.model_selection import train_test_split
from tqdm import tqdm
results = pd.DataFrame()
# Wrapping the pairs loop with tqdm for progress tracking
for pair in tqdm(pairs, desc="Pair Progress"):
print(f"Running for pair: {pair}")
# Filter data for each pair
pair_data = training_df[training_df['Pair'] == pair].copy()
# Check if pair_data is empty
if len(pair_data) == 0:
print(f"No data found for pair: {pair}. Skipping...")
continue # Skip to the next pair
X = pair_data[features]
y = pair_data[target]
# Train-test split (creating a validation set)
X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=forecast_horizon, shuffle=False)
# Wrapping the model optimization with tqdm for each pair
with tqdm(total=3, desc=f"Model Optimization for Pair: {pair}", leave=False) as pbar:
# CatBoost optimization without cross-validation
best_catboost_params, best_catboost_mse = optimize_model(pair, 'catboost', X_train, y_train, X_val, y_val)
results = pd.concat([results, pd.DataFrame({'Pair': pair, 'Model': 'CatBoost', 'Best_Params': best_catboost_params, 'MSE': best_catboost_mse}, index=[0])], ignore_index=True)
pbar.update(1)
# XGBoost optimization without cross-validation
best_xgb_params, best_xgb_mse = optimize_model(pair, 'xgboost', X_train, y_train, X_val, y_val)
results = pd.concat([results, pd.DataFrame({'Pair': pair, 'Model': 'XGBoost', 'Best_Params': best_xgb_params, 'MSE': best_xgb_mse}, index=[0])], ignore_index=True)
pbar.update(1)
# LightGBM optimization without cross-validation
best_lightgbm_params, best_lightgbm_mse = optimize_model(pair, 'lightgbm', X_train, y_train, X_val, y_val)
results = pd.concat([results, pd.DataFrame({'Pair': pair, 'Model': 'LightGBM', 'Best_Params': best_lightgbm_params, 'MSE': best_lightgbm_mse}, index=[0])], ignore_index=True)
pbar.update(1)
# Train individual models using the best parameters from optimization
xgb_model = XGBRegressor(**best_xgb_params)
catboost_model = CatBoostRegressor(**best_catboost_params, verbose=0)
lightgbm_model = LGBMRegressor(**best_lightgbm_params)
xgb_model.fit(X_train, y_train)
catboost_model.fit(X_train, y_train)
lightgbm_model.fit(X_train, y_train)
# Make predictions with each model on the validation set
xgb_pred = xgb_model.predict(X_val)
catboost_pred = catboost_model.predict(X_val)
lightgbm_pred = lightgbm_model.predict(X_val)
# Ensemble: average the predictions
ensemble_pred = (xgb_pred + catboost_pred + lightgbm_pred) / 3
ensemble_mse = mean_squared_error(y_val, ensemble_pred)
# Save ensemble results
results = pd.concat([results, pd.DataFrame({'Pair': pair, 'Model': 'Ensemble', 'MSE': ensemble_mse}, index=[0])], ignore_index=True)
# Sort results by MSE (ascending order for best performance)
results_sorted = results.sort_values(by='MSE', ascending=True)
# Select top pairs with best MSE across models
top_pairs = results_sorted.groupby('Pair').first().reset_index() # Select best model per pair
# Show top results
print("Top performing pairs and models:")
print(top_pairs)
Pair Progress: 0%| | 0/5 [00:00<?, ?it/s]
Running for pair: BERRY-DXT
Model Optimization for Pair: BERRY-DXT: 0%| | 0/3 [00:00<?, ?it/s][I 2024-10-09 17:43:43,836] A new study created in memory with name: no-name-dcfaca6a-71dc-47a8-934e-9b6f69082235
[I 2024-10-09 17:43:49,475] Trial 0 finished with value: 0.0001551800577416307 and parameters: {'iterations': 787, 'depth': 7, 'learning_rate': 0.14422911558913862, 'l2_leaf_reg': 7.9723746378777705, 'random_strength': 4.398318029308521, 'bagging_temperature': 0.8213041770105812, 'border_count': 238}. Best is trial 0 with value: 0.0001551800577416307.
[I 2024-10-09 17:43:52,126] Trial 1 finished with value: 0.00017478413474305882 and parameters: {'iterations': 615, 'depth': 7, 'learning_rate': 0.011679829943962222, 'l2_leaf_reg': 8.643925101942628, 'random_strength': 2.8664009105887915, 'bagging_temperature': 0.6633769840040542, 'border_count': 150}. Best is trial 0 with value: 0.0001551800577416307.
[I 2024-10-09 17:43:55,029] Trial 2 finished with value: 0.0003042898808085317 and parameters: {'iterations': 447, 'depth': 8, 'learning_rate': 0.13733045611665728, 'l2_leaf_reg': 5.2803234698501065, 'random_strength': 7.315632398121119, 'bagging_temperature': 0.4368296125658928, 'border_count': 143}. Best is trial 0 with value: 0.0001551800577416307.
[I 2024-10-09 17:43:58,049] Trial 3 finished with value: 0.00012646272094337963 and parameters: {'iterations': 127, 'depth': 10, 'learning_rate': 0.031592371331632, 'l2_leaf_reg': 6.945267442758808, 'random_strength': 2.0713693219467006, 'bagging_temperature': 0.5295788180609682, 'border_count': 113}. Best is trial 3 with value: 0.00012646272094337963.
[I 2024-10-09 17:43:59,077] Trial 4 finished with value: 0.00010365584775111655 and parameters: {'iterations': 518, 'depth': 4, 'learning_rate': 0.06887420502600981, 'l2_leaf_reg': 2.5010254093743214, 'random_strength': 3.632937927588642, 'bagging_temperature': 0.05769828993623505, 'border_count': 101}. Best is trial 4 with value: 0.00010365584775111655.
[I 2024-10-09 17:44:01,853] Trial 5 finished with value: 0.0001342694897882342 and parameters: {'iterations': 421, 'depth': 7, 'learning_rate': 0.12523049926231913, 'l2_leaf_reg': 3.624229056196951, 'random_strength': 7.8085342030310745, 'bagging_temperature': 0.09856581803440545, 'border_count': 118}. Best is trial 4 with value: 0.00010365584775111655.
[I 2024-10-09 17:44:02,446] Trial 6 finished with value: 0.00015281638142532845 and parameters: {'iterations': 617, 'depth': 4, 'learning_rate': 0.04500630307374104, 'l2_leaf_reg': 7.672566577187386, 'random_strength': 6.434676543738164, 'bagging_temperature': 0.2960317821176106, 'border_count': 114}. Best is trial 4 with value: 0.00010365584775111655.
[I 2024-10-09 17:44:02,788] Trial 7 finished with value: 0.0003953766643354549 and parameters: {'iterations': 116, 'depth': 6, 'learning_rate': 0.019016174684977263, 'l2_leaf_reg': 5.409169316078541, 'random_strength': 9.283255223571944, 'bagging_temperature': 0.552736615415908, 'border_count': 158}. Best is trial 4 with value: 0.00010365584775111655.
[I 2024-10-09 17:44:03,250] Trial 8 finished with value: 0.0001885705719107358 and parameters: {'iterations': 169, 'depth': 6, 'learning_rate': 0.0506271135209066, 'l2_leaf_reg': 3.0020578843439054, 'random_strength': 5.779796005697626, 'bagging_temperature': 0.7164174586080039, 'border_count': 143}. Best is trial 4 with value: 0.00010365584775111655.
[I 2024-10-09 17:44:08,942] Trial 9 finished with value: 0.00018054612827236115 and parameters: {'iterations': 355, 'depth': 10, 'learning_rate': 0.01075721954049639, 'l2_leaf_reg': 3.675885740963139, 'random_strength': 0.030749894964834625, 'bagging_temperature': 0.6636671954468316, 'border_count': 116}. Best is trial 4 with value: 0.00010365584775111655.
Model Optimization for Pair: BERRY-DXT: 33%|███▎ | 1/3 [00:25<00:50, 25.11s/it][I 2024-10-09 17:44:08,957] A new study created in memory with name: no-name-45f68388-6637-4fa3-8e45-74a7e32fb879
Best catboost MSE for BERRY-DXT: 0.00010365584775111655 [0] validation_0-rmse:0.08927 [1] validation_0-rmse:0.08949 [2] validation_0-rmse:0.08972 [3] validation_0-rmse:0.08996 [4] validation_0-rmse:0.09030 [5] validation_0-rmse:0.08964 [6] validation_0-rmse:0.08989 [7] validation_0-rmse:0.09006 [8] validation_0-rmse:0.08968 [9] validation_0-rmse:0.08982 [10] validation_0-rmse:0.09011 [11] validation_0-rmse:0.08978 [12] validation_0-rmse:0.09002 [13] validation_0-rmse:0.09021 [14] validation_0-rmse:0.09045 [15] validation_0-rmse:0.09070 [16] validation_0-rmse:0.09103 [17] validation_0-rmse:0.09126 [18] validation_0-rmse:0.09139 [19] validation_0-rmse:0.08851 [20] validation_0-rmse:0.08872 [21] validation_0-rmse:0.08884 [22] validation_0-rmse:0.08901 [23] validation_0-rmse:0.08923 [24] validation_0-rmse:0.08956 [25] validation_0-rmse:0.08955 [26] validation_0-rmse:0.08903 [27] validation_0-rmse:0.08838 [28] validation_0-rmse:0.08846 [29] validation_0-rmse:0.08872 [30] validation_0-rmse:0.08890 [31] validation_0-rmse:0.08908 [32] validation_0-rmse:0.08925 [33] validation_0-rmse:0.08953 [34] validation_0-rmse:0.08968 [35] validation_0-rmse:0.08975 [36] validation_0-rmse:0.08976 [37] validation_0-rmse:0.08994 [38] validation_0-rmse:0.09004 [39] validation_0-rmse:0.08955 [40] validation_0-rmse:0.08973 [41] validation_0-rmse:0.08966 [42] validation_0-rmse:0.08983 [43] validation_0-rmse:0.09005 [44] validation_0-rmse:0.09017 [45] validation_0-rmse:0.09008 [46] validation_0-rmse:0.09028 [47] validation_0-rmse:0.09034 [48] validation_0-rmse:0.09054 [49] validation_0-rmse:0.09088 [50] validation_0-rmse:0.09039 [51] validation_0-rmse:0.09059 [52] validation_0-rmse:0.09066 [53] validation_0-rmse:0.09071 [54] validation_0-rmse:0.09067 [55] validation_0-rmse:0.09058 [56] validation_0-rmse:0.09080 [57] validation_0-rmse:0.09088 [58] validation_0-rmse:0.09096 [59] validation_0-rmse:0.09113 [60] validation_0-rmse:0.09141 [61] validation_0-rmse:0.09138 [62] validation_0-rmse:0.09131 [63] validation_0-rmse:0.09132 [64] validation_0-rmse:0.08850 [65] validation_0-rmse:0.08843 [66] validation_0-rmse:0.08854 [67] validation_0-rmse:0.08844 [68] validation_0-rmse:0.08851 [69] validation_0-rmse:0.08872 [70] validation_0-rmse:0.08896 [71] validation_0-rmse:0.08907 [72] validation_0-rmse:0.08931 [73] validation_0-rmse:0.08951 [74] validation_0-rmse:0.08950 [75] validation_0-rmse:0.08958 [76] validation_0-rmse:0.08965 [77] validation_0-rmse:0.08974 [78] validation_0-rmse:0.08967 [79] validation_0-rmse:0.08970 [80] validation_0-rmse:0.08981 [81] validation_0-rmse:0.08983 [82] validation_0-rmse:0.08959 [83] validation_0-rmse:0.08973 [84] validation_0-rmse:0.08956 [85] validation_0-rmse:0.08975 [86] validation_0-rmse:0.08979 [87] validation_0-rmse:0.08988 [88] validation_0-rmse:0.08960 [89] validation_0-rmse:0.08974 [90] validation_0-rmse:0.08949 [91] validation_0-rmse:0.08910 [92] validation_0-rmse:0.08921 [93] validation_0-rmse:0.08942 [94] validation_0-rmse:0.08906 [95] validation_0-rmse:0.08855 [96] validation_0-rmse:0.08826 [97] validation_0-rmse:0.08838 [98] validation_0-rmse:0.08845 [99] validation_0-rmse:0.08844 [100] validation_0-rmse:0.08849 [101] validation_0-rmse:0.08838 [102] validation_0-rmse:0.08811 [103] validation_0-rmse:0.08799 [104] validation_0-rmse:0.08804 [105] validation_0-rmse:0.08812 [106] validation_0-rmse:0.08814 [107] validation_0-rmse:0.08834 [108] validation_0-rmse:0.08844 [109] validation_0-rmse:0.08775 [110] validation_0-rmse:0.08776 [111] validation_0-rmse:0.08792 [112] validation_0-rmse:0.08800 [113] validation_0-rmse:0.08754 [114] validation_0-rmse:0.08761 [115] validation_0-rmse:0.08756 [116] validation_0-rmse:0.08772 [117] validation_0-rmse:0.08736 [118] validation_0-rmse:0.08761 [119] validation_0-rmse:0.08775 [120] validation_0-rmse:0.08797 [121] validation_0-rmse:0.08832 [122] validation_0-rmse:0.08815 [123] validation_0-rmse:0.08820 [124] validation_0-rmse:0.08838 [125] validation_0-rmse:0.08840 [126] validation_0-rmse:0.08873 [127] validation_0-rmse:0.08902 [128] validation_0-rmse:0.08897 [129] validation_0-rmse:0.08917 [130] validation_0-rmse:0.08902 [131] validation_0-rmse:0.08923 [132] validation_0-rmse:0.08888 [133] validation_0-rmse:0.08901 [134] validation_0-rmse:0.08929 [135] validation_0-rmse:0.08952 [136] validation_0-rmse:0.08968 [137] validation_0-rmse:0.08789 [138] validation_0-rmse:0.08792 [139] validation_0-rmse:0.08816 [140] validation_0-rmse:0.08847 [141] validation_0-rmse:0.08858 [142] validation_0-rmse:0.08870 [143] validation_0-rmse:0.08877 [144] validation_0-rmse:0.08902 [145] validation_0-rmse:0.08902 [146] validation_0-rmse:0.08650 [147] validation_0-rmse:0.08679 [148] validation_0-rmse:0.08683 [149] validation_0-rmse:0.08669 [150] validation_0-rmse:0.08680 [151] validation_0-rmse:0.08614 [152] validation_0-rmse:0.08614 [153] validation_0-rmse:0.08637 [154] validation_0-rmse:0.08663 [155] validation_0-rmse:0.08550 [156] validation_0-rmse:0.08539 [157] validation_0-rmse:0.08555 [158] validation_0-rmse:0.08549 [159] validation_0-rmse:0.08543 [160] validation_0-rmse:0.08548 [161] validation_0-rmse:0.08580 [162] validation_0-rmse:0.08596 [163] validation_0-rmse:0.08583 [164] validation_0-rmse:0.08613 [165] validation_0-rmse:0.08600 [166] validation_0-rmse:0.08619 [167] validation_0-rmse:0.08644 [168] validation_0-rmse:0.08658 [169] validation_0-rmse:0.08675 [170] validation_0-rmse:0.08693 [171] validation_0-rmse:0.08719 [172] validation_0-rmse:0.08698 [173] validation_0-rmse:0.08716 [174] validation_0-rmse:0.08711 [175] validation_0-rmse:0.08704 [176] validation_0-rmse:0.08703 [177] validation_0-rmse:0.08730 [178] validation_0-rmse:0.08713 [179] validation_0-rmse:0.08722 [180] validation_0-rmse:0.08729 [181] validation_0-rmse:0.08742 [182] validation_0-rmse:0.08750 [183] validation_0-rmse:0.08769 [184] validation_0-rmse:0.08785 [185] validation_0-rmse:0.08780 [186] validation_0-rmse:0.08777 [187] validation_0-rmse:0.08788 [188] validation_0-rmse:0.08783 [189] validation_0-rmse:0.08766 [190] validation_0-rmse:0.08768 [191] validation_0-rmse:0.08787 [192] validation_0-rmse:0.08787 [193] validation_0-rmse:0.08787 [194] validation_0-rmse:0.08774 [195] validation_0-rmse:0.08769 [196] validation_0-rmse:0.08760 [197] validation_0-rmse:0.08763 [198] validation_0-rmse:0.08762 [199] validation_0-rmse:0.08778 [200] validation_0-rmse:0.08777 [201] validation_0-rmse:0.08783 [202] validation_0-rmse:0.08768 [203] validation_0-rmse:0.08765 [204] validation_0-rmse:0.08779 [205] validation_0-rmse:0.08791 [206] validation_0-rmse:0.08792 [207] validation_0-rmse:0.08808 [208] validation_0-rmse:0.08816 [209] validation_0-rmse:0.08817 [210] validation_0-rmse:0.08823 [211] validation_0-rmse:0.08839 [212] validation_0-rmse:0.08829 [213] validation_0-rmse:0.08848 [214] validation_0-rmse:0.08850 [215] validation_0-rmse:0.08858 [216] validation_0-rmse:0.08864 [217] validation_0-rmse:0.08850 [218] 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validation_0-rmse:0.08822 [405] validation_0-rmse:0.08819 [406] validation_0-rmse:0.08819 [407] validation_0-rmse:0.08809 [408] validation_0-rmse:0.08823 [409] validation_0-rmse:0.08821 [410] validation_0-rmse:0.08808 [411] validation_0-rmse:0.08810 [412] validation_0-rmse:0.08819 [413] validation_0-rmse:0.08821 [414] validation_0-rmse:0.08825 [415] validation_0-rmse:0.08819 [416] validation_0-rmse:0.08818 [417] validation_0-rmse:0.08814 [418] validation_0-rmse:0.08807 [419] validation_0-rmse:0.08807 [420] validation_0-rmse:0.08812 [421] validation_0-rmse:0.08810 [422] validation_0-rmse:0.08822 [423] validation_0-rmse:0.08824 [424] validation_0-rmse:0.08829 [425] validation_0-rmse:0.08820 [426] validation_0-rmse:0.08820 [427] validation_0-rmse:0.08823 [428] validation_0-rmse:0.08825 [429] validation_0-rmse:0.08824 [430] validation_0-rmse:0.08824 [431] validation_0-rmse:0.08825 [432] validation_0-rmse:0.08834 [433] validation_0-rmse:0.08833 [434] validation_0-rmse:0.08814 [435] validation_0-rmse:0.08813 [436] validation_0-rmse:0.08817 [437] validation_0-rmse:0.08821 [438] validation_0-rmse:0.08822 [439] validation_0-rmse:0.08826 [440] validation_0-rmse:0.08824 [441] validation_0-rmse:0.08827 [442] validation_0-rmse:0.08818 [443] validation_0-rmse:0.08822 [444] validation_0-rmse:0.08826 [445] validation_0-rmse:0.08826 [446] validation_0-rmse:0.08812 [447] validation_0-rmse:0.08805 [448] validation_0-rmse:0.08803 [449] validation_0-rmse:0.08796 [450] validation_0-rmse:0.08795 [451] validation_0-rmse:0.08804 [452] validation_0-rmse:0.08793 [453] validation_0-rmse:0.08800 [454] validation_0-rmse:0.08807 [455] validation_0-rmse:0.08795 [456] validation_0-rmse:0.08786 [457] validation_0-rmse:0.08792 [458] validation_0-rmse:0.08802 [459] validation_0-rmse:0.08802 [460] validation_0-rmse:0.08801 [461] validation_0-rmse:0.08797 [462] validation_0-rmse:0.08796 [463] validation_0-rmse:0.08797 [464] validation_0-rmse:0.08793 [465] validation_0-rmse:0.08793 [466] validation_0-rmse:0.08794 [467] validation_0-rmse:0.08790 [468] validation_0-rmse:0.08772 [469] validation_0-rmse:0.08778 [470] validation_0-rmse:0.08774 [471] validation_0-rmse:0.08779 [472] validation_0-rmse:0.08785 [473] validation_0-rmse:0.08787 [474] validation_0-rmse:0.08788 [475] validation_0-rmse:0.08791 [476] validation_0-rmse:0.08800 [477] validation_0-rmse:0.08798 [478] validation_0-rmse:0.08791 [479] validation_0-rmse:0.08806 [480] validation_0-rmse:0.08801 [481] validation_0-rmse:0.08802 [482] validation_0-rmse:0.08803 [483] validation_0-rmse:0.08792 [484] validation_0-rmse:0.08807 [485] validation_0-rmse:0.08808 [486] validation_0-rmse:0.08811 [487] validation_0-rmse:0.08815 [488] validation_0-rmse:0.08822 [489] validation_0-rmse:0.08825 [490] validation_0-rmse:0.08813 [491] validation_0-rmse:0.08815 [492] validation_0-rmse:0.08810 [493] validation_0-rmse:0.08814 [494] validation_0-rmse:0.08810 [495] validation_0-rmse:0.08816 [496] validation_0-rmse:0.08802 [497] validation_0-rmse:0.08809 [498] validation_0-rmse:0.08814 [499] validation_0-rmse:0.08819 [500] validation_0-rmse:0.08815 [501] validation_0-rmse:0.08817 [502] validation_0-rmse:0.08820 [503] validation_0-rmse:0.08820 [504] validation_0-rmse:0.08825 [505] validation_0-rmse:0.08825 [506] validation_0-rmse:0.08826 [507] validation_0-rmse:0.08826 [508] validation_0-rmse:0.08813 [509] validation_0-rmse:0.08802 [510] validation_0-rmse:0.08798 [511] validation_0-rmse:0.08809 [512] validation_0-rmse:0.08812 [513] validation_0-rmse:0.08820 [514] validation_0-rmse:0.08821 [515] validation_0-rmse:0.08828 [516] validation_0-rmse:0.08825 [517] validation_0-rmse:0.08818 [518] validation_0-rmse:0.08826 [519] validation_0-rmse:0.08811 [520] validation_0-rmse:0.08813 [521] validation_0-rmse:0.08818 [522] validation_0-rmse:0.08814 [523] validation_0-rmse:0.08807 [524] validation_0-rmse:0.08807 [525] validation_0-rmse:0.08808 [526] validation_0-rmse:0.08820 [527] validation_0-rmse:0.08822 [528] validation_0-rmse:0.08824 [529] validation_0-rmse:0.08825 [530] validation_0-rmse:0.08828 [531] validation_0-rmse:0.08823 [532] validation_0-rmse:0.08824 [533] validation_0-rmse:0.08832 [534] validation_0-rmse:0.08825 [535] validation_0-rmse:0.08825 [536] validation_0-rmse:0.08829 [537] validation_0-rmse:0.08821 [538] validation_0-rmse:0.08834 [539] validation_0-rmse:0.08830 [540] validation_0-rmse:0.08838 [541] validation_0-rmse:0.08829 [542] validation_0-rmse:0.08840 [543] validation_0-rmse:0.08834 [544] validation_0-rmse:0.08827 [545] validation_0-rmse:0.08821 [546] validation_0-rmse:0.08837 [547] validation_0-rmse:0.08827 [548] validation_0-rmse:0.08821 [549] validation_0-rmse:0.08815 [550] validation_0-rmse:0.08828 [551] validation_0-rmse:0.08834 [552] validation_0-rmse:0.08839 [553] validation_0-rmse:0.08839 [554] validation_0-rmse:0.08847 [555] validation_0-rmse:0.08847 [556] validation_0-rmse:0.08838 [557] validation_0-rmse:0.08844 [558] validation_0-rmse:0.08829 [559] validation_0-rmse:0.08827 [560] validation_0-rmse:0.08824 [561] validation_0-rmse:0.08841 [562] validation_0-rmse:0.08839 [563] validation_0-rmse:0.08840 [564] validation_0-rmse:0.08841 [565] validation_0-rmse:0.08837 [566] validation_0-rmse:0.08841 [567] validation_0-rmse:0.08836 [568] validation_0-rmse:0.08830 [569] validation_0-rmse:0.08834 [570] validation_0-rmse:0.08833 [571] validation_0-rmse:0.08834 [572] validation_0-rmse:0.08833 [573] validation_0-rmse:0.08839 [574] validation_0-rmse:0.08841 [575] validation_0-rmse:0.08846 [576] validation_0-rmse:0.08854 [577] validation_0-rmse:0.08861 [578] validation_0-rmse:0.08863 [579] validation_0-rmse:0.08862 [580] validation_0-rmse:0.08869 [581] validation_0-rmse:0.08872 [582] validation_0-rmse:0.08872 [583] validation_0-rmse:0.08874
[I 2024-10-09 17:44:12,230] Trial 0 finished with value: 0.007875603930322 and parameters: {'n_estimators': 584, 'max_depth': 6, 'learning_rate': 0.015576786709628204, 'subsample': 0.5974653027023151, 'colsample_bytree': 0.9227183474441418, 'gamma': 6.573483947446656, 'min_child_weight': 8, 'reg_lambda': 1.8315556483704607, 'reg_alpha': 0.06164636564039646}. Best is trial 0 with value: 0.007875603930322.
[0] validation_0-rmse:0.08271 [1] validation_0-rmse:0.07582 [2] validation_0-rmse:0.07424 [3] validation_0-rmse:0.06972 [4] validation_0-rmse:0.06741 [5] validation_0-rmse:0.06209 [6] validation_0-rmse:0.06059 [7] validation_0-rmse:0.05727 [8] validation_0-rmse:0.05282 [9] validation_0-rmse:0.05055 [10] validation_0-rmse:0.04924 [11] validation_0-rmse:0.04517 [12] validation_0-rmse:0.04294 [13] validation_0-rmse:0.04002 [14] validation_0-rmse:0.03991 [15] validation_0-rmse:0.03915 [16] validation_0-rmse:0.03889 [17] validation_0-rmse:0.03715 [18] validation_0-rmse:0.03614 [19] validation_0-rmse:0.03331 [20] validation_0-rmse:0.03262 [21] validation_0-rmse:0.03247 [22] validation_0-rmse:0.03225 [23] validation_0-rmse:0.03292 [24] validation_0-rmse:0.03199 [25] validation_0-rmse:0.02934 [26] validation_0-rmse:0.02891 [27] validation_0-rmse:0.02813 [28] validation_0-rmse:0.02845 [29] validation_0-rmse:0.02883 [30] validation_0-rmse:0.02583 [31] validation_0-rmse:0.02586 [32] validation_0-rmse:0.02579 [33] validation_0-rmse:0.02640 [34] validation_0-rmse:0.02673 [35] validation_0-rmse:0.02643 [36] validation_0-rmse:0.02640 [37] validation_0-rmse:0.02646 [38] validation_0-rmse:0.02690 [39] validation_0-rmse:0.02677 [40] validation_0-rmse:0.02688 [41] validation_0-rmse:0.02510 [42] validation_0-rmse:0.02525 [43] validation_0-rmse:0.02519 [44] validation_0-rmse:0.02492 [45] validation_0-rmse:0.02530 [46] validation_0-rmse:0.02558 [47] validation_0-rmse:0.02577 [48] validation_0-rmse:0.02598 [49] validation_0-rmse:0.02608 [50] validation_0-rmse:0.02608 [51] validation_0-rmse:0.02633 [52] validation_0-rmse:0.02610 [53] validation_0-rmse:0.02602 [54] validation_0-rmse:0.02578 [55] validation_0-rmse:0.02582 [56] validation_0-rmse:0.02592 [57] validation_0-rmse:0.02588 [58] validation_0-rmse:0.02602 [59] validation_0-rmse:0.02618 [60] validation_0-rmse:0.02625 [61] validation_0-rmse:0.02602 [62] validation_0-rmse:0.02586 [63] validation_0-rmse:0.02605 [64] validation_0-rmse:0.02594 [65] validation_0-rmse:0.02593 [66] validation_0-rmse:0.02583 [67] validation_0-rmse:0.02595 [68] validation_0-rmse:0.02583 [69] validation_0-rmse:0.02579 [70] validation_0-rmse:0.02564 [71] validation_0-rmse:0.02558 [72] validation_0-rmse:0.02576 [73] validation_0-rmse:0.02604 [74] validation_0-rmse:0.02603 [75] validation_0-rmse:0.02607 [76] validation_0-rmse:0.02612 [77] validation_0-rmse:0.02607 [78] validation_0-rmse:0.02621 [79] validation_0-rmse:0.02656 [80] validation_0-rmse:0.02657 [81] validation_0-rmse:0.02638 [82] validation_0-rmse:0.02659 [83] validation_0-rmse:0.02658 [84] validation_0-rmse:0.02679 [85] validation_0-rmse:0.02681 [86] validation_0-rmse:0.02692 [87] validation_0-rmse:0.02706 [88] validation_0-rmse:0.02722 [89] validation_0-rmse:0.02711 [90] validation_0-rmse:0.02714 [91] validation_0-rmse:0.02724 [92] validation_0-rmse:0.02697 [93] validation_0-rmse:0.02703 [94] validation_0-rmse:0.02706 [95] validation_0-rmse:0.02740 [96] validation_0-rmse:0.02765 [97] validation_0-rmse:0.02751 [98] validation_0-rmse:0.02732 [99] validation_0-rmse:0.02759 [100] validation_0-rmse:0.02753 [101] validation_0-rmse:0.02764 [102] validation_0-rmse:0.02779 [103] validation_0-rmse:0.02781 [104] validation_0-rmse:0.02785 [105] validation_0-rmse:0.02803 [106] validation_0-rmse:0.02800 [107] validation_0-rmse:0.02808 [108] validation_0-rmse:0.02793 [109] validation_0-rmse:0.02797 [110] validation_0-rmse:0.02810 [111] validation_0-rmse:0.02793 [112] validation_0-rmse:0.02800 [113] validation_0-rmse:0.02796 [114] validation_0-rmse:0.02813 [115] validation_0-rmse:0.02791 [116] validation_0-rmse:0.02803
[I 2024-10-09 17:44:13,483] Trial 1 finished with value: 0.0007858939118726986 and parameters: {'n_estimators': 117, 'max_depth': 15, 'learning_rate': 0.05303087239376033, 'subsample': 0.5146837427594255, 'colsample_bytree': 0.9661901871990566, 'gamma': 0.5134131085824256, 'min_child_weight': 5, 'reg_lambda': 6.917665951918799, 'reg_alpha': 0.0198578268616198}. Best is trial 1 with value: 0.0007858939118726986.
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[I 2024-10-09 17:44:19,232] Trial 2 finished with value: 0.006248440762759298 and parameters: {'n_estimators': 653, 'max_depth': 9, 'learning_rate': 0.05540292644221623, 'subsample': 0.698248533387785, 'colsample_bytree': 0.7934812750472355, 'gamma': 7.968259105345417, 'min_child_weight': 8, 'reg_lambda': 4.32534435944366, 'reg_alpha': 4.997466416111482}. Best is trial 1 with value: 0.0007858939118726986.
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[I 2024-10-09 17:44:23,933] Trial 3 finished with value: 0.0026190895934752206 and parameters: {'n_estimators': 732, 'max_depth': 7, 'learning_rate': 0.14232830441547034, 'subsample': 0.9060219376451852, 'colsample_bytree': 0.6733550735712921, 'gamma': 3.9672803491956032, 'min_child_weight': 10, 'reg_lambda': 0.003156331876504024, 'reg_alpha': 9.36411779372675}. Best is trial 1 with value: 0.0007858939118726986.
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validation_0-rmse:0.06693 [97] validation_0-rmse:0.06727 [98] validation_0-rmse:0.06724 [99] validation_0-rmse:0.06722 [100] validation_0-rmse:0.06740 [101] validation_0-rmse:0.06755 [102] validation_0-rmse:0.06759 [103] validation_0-rmse:0.06771 [104] validation_0-rmse:0.06774 [105] validation_0-rmse:0.06785 [106] validation_0-rmse:0.06784 [107] validation_0-rmse:0.06794 [108] validation_0-rmse:0.06800 [109] validation_0-rmse:0.06796 [110] validation_0-rmse:0.06793 [111] validation_0-rmse:0.06794 [112] validation_0-rmse:0.06798 [113] validation_0-rmse:0.06799 [114] validation_0-rmse:0.06800 [115] validation_0-rmse:0.06790 [116] validation_0-rmse:0.06785 [117] validation_0-rmse:0.06791 [118] validation_0-rmse:0.06788 [119] validation_0-rmse:0.06784 [120] validation_0-rmse:0.06790 [121] validation_0-rmse:0.06786 [122] validation_0-rmse:0.06799 [123] validation_0-rmse:0.06796 [124] validation_0-rmse:0.06805 [125] validation_0-rmse:0.06813 [126] validation_0-rmse:0.06807 [127] validation_0-rmse:0.06809 [128] validation_0-rmse:0.06805 [129] validation_0-rmse:0.06792 [130] validation_0-rmse:0.06794 [131] validation_0-rmse:0.06795 [132] validation_0-rmse:0.06792 [133] validation_0-rmse:0.06791 [134] validation_0-rmse:0.06792 [135] validation_0-rmse:0.06789 [136] validation_0-rmse:0.06794 [137] validation_0-rmse:0.06791 [138] validation_0-rmse:0.06800 [139] validation_0-rmse:0.06795 [140] validation_0-rmse:0.06788 [141] validation_0-rmse:0.06775 [142] validation_0-rmse:0.06773 [143] validation_0-rmse:0.06769 [144] validation_0-rmse:0.06766 [145] validation_0-rmse:0.06764 [146] validation_0-rmse:0.06756 [147] validation_0-rmse:0.06757 [148] validation_0-rmse:0.06754 [149] validation_0-rmse:0.06752 [150] validation_0-rmse:0.06756 [151] validation_0-rmse:0.06763 [152] validation_0-rmse:0.06763 [153] validation_0-rmse:0.06766 [154] validation_0-rmse:0.06757 [155] validation_0-rmse:0.06760 [156] validation_0-rmse:0.06754 [157] validation_0-rmse:0.06754 [158] validation_0-rmse:0.06763 [159] validation_0-rmse:0.06754 [160] validation_0-rmse:0.06760 [161] validation_0-rmse:0.06769 [162] validation_0-rmse:0.06781 [163] validation_0-rmse:0.06784 [164] validation_0-rmse:0.06777 [165] validation_0-rmse:0.06770 [166] validation_0-rmse:0.06769 [167] validation_0-rmse:0.06769 [168] validation_0-rmse:0.06765 [169] validation_0-rmse:0.06765 [170] validation_0-rmse:0.06779 [171] validation_0-rmse:0.06779 [172] validation_0-rmse:0.06771 [173] validation_0-rmse:0.06776 [174] validation_0-rmse:0.06779 [175] validation_0-rmse:0.06789 [176] validation_0-rmse:0.06790 [177] validation_0-rmse:0.06791 [178] validation_0-rmse:0.06791 [179] validation_0-rmse:0.06804 [180] validation_0-rmse:0.06793 [181] validation_0-rmse:0.06785 [182] validation_0-rmse:0.06793 [183] validation_0-rmse:0.06784 [184] validation_0-rmse:0.06780 [185] validation_0-rmse:0.06785 [186] validation_0-rmse:0.06791 [187] validation_0-rmse:0.06801 [188] validation_0-rmse:0.06801 [189] validation_0-rmse:0.06795 [190] validation_0-rmse:0.06795 [191] validation_0-rmse:0.06794 [192] validation_0-rmse:0.06796 [193] validation_0-rmse:0.06795 [194] validation_0-rmse:0.06786 [195] validation_0-rmse:0.06779 [196] validation_0-rmse:0.06769 [197] validation_0-rmse:0.06766 [198] validation_0-rmse:0.06775 [199] validation_0-rmse:0.06761 [200] validation_0-rmse:0.06758 [201] validation_0-rmse:0.06749 [202] validation_0-rmse:0.06749 [203] validation_0-rmse:0.06756 [204] validation_0-rmse:0.06758 [205] validation_0-rmse:0.06756 [206] validation_0-rmse:0.06754 [207] validation_0-rmse:0.06751 [208] validation_0-rmse:0.06759 [209] validation_0-rmse:0.06762 [210] validation_0-rmse:0.06765 [211] validation_0-rmse:0.06761 [212] validation_0-rmse:0.06749 [213] validation_0-rmse:0.06753 [214] validation_0-rmse:0.06741 [215] validation_0-rmse:0.06738 [216] validation_0-rmse:0.06746 [217] validation_0-rmse:0.06747 [218] validation_0-rmse:0.06747 [219] validation_0-rmse:0.06751 [220] validation_0-rmse:0.06756 [221] validation_0-rmse:0.06761 [222] validation_0-rmse:0.06767 [223] validation_0-rmse:0.06767 [224] validation_0-rmse:0.06752 [225] validation_0-rmse:0.06758 [226] validation_0-rmse:0.06759 [227] validation_0-rmse:0.06760 [228] validation_0-rmse:0.06754 [229] validation_0-rmse:0.06749 [230] validation_0-rmse:0.06749 [231] validation_0-rmse:0.06755 [232] validation_0-rmse:0.06749 [233] validation_0-rmse:0.06746 [234] validation_0-rmse:0.06749 [235] validation_0-rmse:0.06744 [236] validation_0-rmse:0.06763 [237] validation_0-rmse:0.06775 [238] validation_0-rmse:0.06783 [239] validation_0-rmse:0.06791 [240] validation_0-rmse:0.06786 [241] validation_0-rmse:0.06782 [242] validation_0-rmse:0.06778 [243] validation_0-rmse:0.06776 [244] validation_0-rmse:0.06784 [245] validation_0-rmse:0.06777 [246] validation_0-rmse:0.06773 [247] validation_0-rmse:0.06763 [248] validation_0-rmse:0.06770 [249] validation_0-rmse:0.06756 [250] validation_0-rmse:0.06764 [251] validation_0-rmse:0.06764 [252] validation_0-rmse:0.06760 [253] validation_0-rmse:0.06758 [254] validation_0-rmse:0.06764 [255] validation_0-rmse:0.06758 [256] validation_0-rmse:0.06764 [257] validation_0-rmse:0.06779 [258] validation_0-rmse:0.06784 [259] validation_0-rmse:0.06779 [260] validation_0-rmse:0.06784 [261] validation_0-rmse:0.06781 [262] validation_0-rmse:0.06774 [263] validation_0-rmse:0.06769
[I 2024-10-09 17:44:27,501] Trial 4 finished with value: 0.004582199535474082 and parameters: {'n_estimators': 264, 'max_depth': 12, 'learning_rate': 0.05886649133765587, 'subsample': 0.919488419721924, 'colsample_bytree': 0.7960086800828651, 'gamma': 5.2981683086951135, 'min_child_weight': 8, 'reg_lambda': 0.31941657151122965, 'reg_alpha': 0.017132806401526448}. Best is trial 1 with value: 0.0007858939118726986.
[0] validation_0-rmse:0.08860 [1] validation_0-rmse:0.08884 [2] validation_0-rmse:0.08854 [3] validation_0-rmse:0.08832 [4] validation_0-rmse:0.08803 [5] validation_0-rmse:0.08831 [6] validation_0-rmse:0.08859 [7] validation_0-rmse:0.08822 [8] validation_0-rmse:0.08789 [9] validation_0-rmse:0.08812 [10] validation_0-rmse:0.08837 [11] validation_0-rmse:0.08862 [12] validation_0-rmse:0.08885 [13] validation_0-rmse:0.08906 [14] validation_0-rmse:0.08933 [15] validation_0-rmse:0.08909 [16] validation_0-rmse:0.08939 [17] validation_0-rmse:0.08956 [18] validation_0-rmse:0.08929 [19] validation_0-rmse:0.08943 [20] validation_0-rmse:0.08965 [21] validation_0-rmse:0.08981 [22] validation_0-rmse:0.09004 [23] validation_0-rmse:0.09031 [24] validation_0-rmse:0.09063 [25] validation_0-rmse:0.09091 [26] validation_0-rmse:0.09109 [27] validation_0-rmse:0.09122 [28] validation_0-rmse:0.09138 [29] validation_0-rmse:0.09158 [30] validation_0-rmse:0.09176 [31] validation_0-rmse:0.09182 [32] validation_0-rmse:0.09197 [33] validation_0-rmse:0.09168 [34] validation_0-rmse:0.09183 [35] validation_0-rmse:0.09208 [36] validation_0-rmse:0.09222 [37] validation_0-rmse:0.09236 [38] validation_0-rmse:0.08961 [39] validation_0-rmse:0.08970 [40] validation_0-rmse:0.08991 [41] validation_0-rmse:0.09004 [42] validation_0-rmse:0.09017 [43] validation_0-rmse:0.09024 [44] validation_0-rmse:0.08858 [45] validation_0-rmse:0.08867 [46] validation_0-rmse:0.08888 [47] validation_0-rmse:0.08833 [48] validation_0-rmse:0.08848 [49] validation_0-rmse:0.08876 [50] validation_0-rmse:0.08807 [51] validation_0-rmse:0.08815 [52] validation_0-rmse:0.08818 [53] validation_0-rmse:0.08823 [54] validation_0-rmse:0.08724 [55] validation_0-rmse:0.08734 [56] validation_0-rmse:0.08752 [57] validation_0-rmse:0.08764 [58] validation_0-rmse:0.08770 [59] validation_0-rmse:0.08775 [60] validation_0-rmse:0.08774 [61] validation_0-rmse:0.08772 [62] validation_0-rmse:0.08777 [63] validation_0-rmse:0.08791 [64] validation_0-rmse:0.08796 [65] validation_0-rmse:0.08796 [66] validation_0-rmse:0.08789 [67] validation_0-rmse:0.08791 [68] validation_0-rmse:0.08792 [69] validation_0-rmse:0.08812 [70] validation_0-rmse:0.08810 [71] validation_0-rmse:0.08818 [72] validation_0-rmse:0.08830 [73] validation_0-rmse:0.08849 [74] validation_0-rmse:0.08872 [75] validation_0-rmse:0.08875 [76] validation_0-rmse:0.08883 [77] validation_0-rmse:0.08897 [78] validation_0-rmse:0.08908 [79] validation_0-rmse:0.08914 [80] validation_0-rmse:0.08928 [81] validation_0-rmse:0.08931 [82] validation_0-rmse:0.08942 [83] validation_0-rmse:0.08935 [84] validation_0-rmse:0.08937 [85] validation_0-rmse:0.08955 [86] validation_0-rmse:0.08936 [87] validation_0-rmse:0.08953 [88] validation_0-rmse:0.08956 [89] validation_0-rmse:0.08962 [90] validation_0-rmse:0.08962 [91] validation_0-rmse:0.08971 [92] validation_0-rmse:0.08949 [93] validation_0-rmse:0.08953 [94] validation_0-rmse:0.08940 [95] validation_0-rmse:0.08951 [96] validation_0-rmse:0.08932 [97] validation_0-rmse:0.08935 [98] validation_0-rmse:0.08942 [99] validation_0-rmse:0.08932 [100] validation_0-rmse:0.08942 [101] validation_0-rmse:0.08949 [102] validation_0-rmse:0.08922 [103] validation_0-rmse:0.08910 [104] validation_0-rmse:0.08904 [105] validation_0-rmse:0.08910 [106] validation_0-rmse:0.08906 [107] validation_0-rmse:0.08902 [108] validation_0-rmse:0.08909 [109] validation_0-rmse:0.08913 [110] validation_0-rmse:0.08914 [111] validation_0-rmse:0.08865 [112] validation_0-rmse:0.08870 [113] validation_0-rmse:0.08837 [114] validation_0-rmse:0.08790 [115] validation_0-rmse:0.08789 [116] validation_0-rmse:0.08809 [117] validation_0-rmse:0.08824 [118] validation_0-rmse:0.08789 [119] validation_0-rmse:0.08804 [120] validation_0-rmse:0.08817 [121] validation_0-rmse:0.08851 [122] validation_0-rmse:0.08858 [123] validation_0-rmse:0.08851 [124] validation_0-rmse:0.08885 [125] validation_0-rmse:0.08871
[I 2024-10-09 17:44:28,577] Trial 5 finished with value: 0.007868997749366991 and parameters: {'n_estimators': 126, 'max_depth': 4, 'learning_rate': 0.015006463667201632, 'subsample': 0.8077877723116778, 'colsample_bytree': 0.5307433451439121, 'gamma': 7.79496112072999, 'min_child_weight': 2, 'reg_lambda': 0.09424771071524964, 'reg_alpha': 0.0016696836571716645}. Best is trial 1 with value: 0.0007858939118726986.
[0] validation_0-rmse:0.09095 [1] validation_0-rmse:0.09240 [2] validation_0-rmse:0.09240 [3] validation_0-rmse:0.09240 [4] validation_0-rmse:0.09240 [5] validation_0-rmse:0.09388 [6] validation_0-rmse:0.09368 [7] validation_0-rmse:0.09368 [8] validation_0-rmse:0.09311 [9] validation_0-rmse:0.09327 [10] validation_0-rmse:0.09006 [11] validation_0-rmse:0.09007 [12] validation_0-rmse:0.09107 [13] validation_0-rmse:0.09361 [14] validation_0-rmse:0.09361 [15] validation_0-rmse:0.09361 [16] validation_0-rmse:0.09591 [17] validation_0-rmse:0.09586 [18] validation_0-rmse:0.09586 [19] validation_0-rmse:0.09586 [20] validation_0-rmse:0.09683 [21] validation_0-rmse:0.09787 [22] validation_0-rmse:0.09782 [23] validation_0-rmse:0.09782 [24] validation_0-rmse:0.10002 [25] validation_0-rmse:0.10033 [26] validation_0-rmse:0.10033 [27] validation_0-rmse:0.10033 [28] validation_0-rmse:0.10033 [29] validation_0-rmse:0.10012 [30] validation_0-rmse:0.10012 [31] validation_0-rmse:0.10051 [32] validation_0-rmse:0.10147 [33] validation_0-rmse:0.10249 [34] validation_0-rmse:0.10249 [35] validation_0-rmse:0.10249 [36] validation_0-rmse:0.10259 [37] validation_0-rmse:0.10269 [38] validation_0-rmse:0.10128 [39] validation_0-rmse:0.10259 [40] validation_0-rmse:0.10246 [41] validation_0-rmse:0.10246 [42] validation_0-rmse:0.10246 [43] validation_0-rmse:0.10246 [44] validation_0-rmse:0.10147 [45] validation_0-rmse:0.10056 [46] validation_0-rmse:0.10056 [47] validation_0-rmse:0.10056 [48] validation_0-rmse:0.10073 [49] validation_0-rmse:0.10073 [50] validation_0-rmse:0.10069 [51] validation_0-rmse:0.10069 [52] validation_0-rmse:0.10069 [53] validation_0-rmse:0.10069 [54] validation_0-rmse:0.10069 [55] validation_0-rmse:0.10069 [56] validation_0-rmse:0.10069 [57] validation_0-rmse:0.10069 [58] validation_0-rmse:0.10035 [59] validation_0-rmse:0.10030 [60] validation_0-rmse:0.10055 [61] validation_0-rmse:0.10055 [62] validation_0-rmse:0.10055 [63] validation_0-rmse:0.10075 [64] validation_0-rmse:0.10075 [65] validation_0-rmse:0.10075 [66] validation_0-rmse:0.10041 [67] validation_0-rmse:0.10075 [68] validation_0-rmse:0.10146 [69] validation_0-rmse:0.10146 [70] validation_0-rmse:0.10146 [71] validation_0-rmse:0.10146 [72] validation_0-rmse:0.10156 [73] validation_0-rmse:0.10263 [74] validation_0-rmse:0.10401 [75] validation_0-rmse:0.10401 [76] validation_0-rmse:0.10401 [77] validation_0-rmse:0.10401 [78] validation_0-rmse:0.10463 [79] validation_0-rmse:0.10463 [80] validation_0-rmse:0.10495 [81] validation_0-rmse:0.10495 [82] validation_0-rmse:0.10466 [83] validation_0-rmse:0.10466 [84] validation_0-rmse:0.10466 [85] validation_0-rmse:0.10440 [86] validation_0-rmse:0.10443 [87] validation_0-rmse:0.10397 [88] validation_0-rmse:0.10356 [89] validation_0-rmse:0.10332 [90] validation_0-rmse:0.10332 [91] validation_0-rmse:0.10310 [92] validation_0-rmse:0.10310 [93] validation_0-rmse:0.10335 [94] validation_0-rmse:0.10290 [95] validation_0-rmse:0.10290 [96] validation_0-rmse:0.10290 [97] validation_0-rmse:0.10290 [98] validation_0-rmse:0.10290 [99] validation_0-rmse:0.10290 [100] validation_0-rmse:0.10290 [101] validation_0-rmse:0.10241 [102] validation_0-rmse:0.10241 [103] validation_0-rmse:0.10241 [104] validation_0-rmse:0.10253 [105] validation_0-rmse:0.10253 [106] validation_0-rmse:0.10253 [107] validation_0-rmse:0.10325 [108] validation_0-rmse:0.10325 [109] validation_0-rmse:0.10196 [110] validation_0-rmse:0.10196 [111] validation_0-rmse:0.10196 [112] validation_0-rmse:0.10233 [113] validation_0-rmse:0.10196 [114] validation_0-rmse:0.10196 [115] validation_0-rmse:0.10196 [116] validation_0-rmse:0.10188 [117] validation_0-rmse:0.10188 [118] validation_0-rmse:0.10188 [119] validation_0-rmse:0.10188 [120] validation_0-rmse:0.10188 [121] validation_0-rmse:0.10188 [122] validation_0-rmse:0.10188 [123] validation_0-rmse:0.10188 [124] validation_0-rmse:0.10156 [125] validation_0-rmse:0.10156 [126] validation_0-rmse:0.10156 [127] validation_0-rmse:0.10156 [128] validation_0-rmse:0.10128 [129] validation_0-rmse:0.10128 [130] validation_0-rmse:0.10128 [131] validation_0-rmse:0.10126 [132] validation_0-rmse:0.10126 [133] validation_0-rmse:0.10212 [134] validation_0-rmse:0.10212 [135] validation_0-rmse:0.10212 [136] validation_0-rmse:0.10204 [137] validation_0-rmse:0.10207 [138] validation_0-rmse:0.10207 [139] validation_0-rmse:0.10207
[I 2024-10-09 17:44:29,500] Trial 6 finished with value: 0.010418023188743327 and parameters: {'n_estimators': 140, 'max_depth': 10, 'learning_rate': 0.1384819651325145, 'subsample': 0.5257000884537593, 'colsample_bytree': 0.6412859903098436, 'gamma': 6.647463853330314, 'min_child_weight': 1, 'reg_lambda': 0.4755337644906999, 'reg_alpha': 3.196021914180917}. Best is trial 1 with value: 0.0007858939118726986.
[0] validation_0-rmse:0.08431 [1] validation_0-rmse:0.08646 [2] validation_0-rmse:0.07892 [3] validation_0-rmse:0.05987 [4] validation_0-rmse:0.05741 [5] validation_0-rmse:0.05844 [6] validation_0-rmse:0.05883 [7] validation_0-rmse:0.05881 [8] validation_0-rmse:0.06111 [9] validation_0-rmse:0.06185 [10] validation_0-rmse:0.06023 [11] validation_0-rmse:0.06130 [12] validation_0-rmse:0.06231 [13] validation_0-rmse:0.06502 [14] validation_0-rmse:0.06463 [15] validation_0-rmse:0.06570 [16] validation_0-rmse:0.06753 [17] validation_0-rmse:0.06741 [18] validation_0-rmse:0.06746 [19] validation_0-rmse:0.06679 [20] validation_0-rmse:0.06668 [21] validation_0-rmse:0.06643 [22] validation_0-rmse:0.06579 [23] validation_0-rmse:0.06568 [24] validation_0-rmse:0.06620 [25] validation_0-rmse:0.06620 [26] validation_0-rmse:0.06589 [27] validation_0-rmse:0.06618 [28] validation_0-rmse:0.06663 [29] validation_0-rmse:0.06639 [30] validation_0-rmse:0.06625 [31] validation_0-rmse:0.06609 [32] validation_0-rmse:0.06666 [33] validation_0-rmse:0.06733 [34] validation_0-rmse:0.06645 [35] validation_0-rmse:0.06626 [36] validation_0-rmse:0.06611 [37] validation_0-rmse:0.06639 [38] validation_0-rmse:0.06635 [39] validation_0-rmse:0.06677 [40] validation_0-rmse:0.06648 [41] validation_0-rmse:0.06631 [42] validation_0-rmse:0.06567 [43] validation_0-rmse:0.06513 [44] validation_0-rmse:0.06511 [45] validation_0-rmse:0.06486 [46] validation_0-rmse:0.06515 [47] validation_0-rmse:0.06613 [48] validation_0-rmse:0.06602 [49] validation_0-rmse:0.06630 [50] validation_0-rmse:0.06572 [51] validation_0-rmse:0.06620 [52] validation_0-rmse:0.06597 [53] validation_0-rmse:0.06565 [54] validation_0-rmse:0.06571 [55] validation_0-rmse:0.06594 [56] validation_0-rmse:0.06593 [57] validation_0-rmse:0.06510 [58] validation_0-rmse:0.06492 [59] validation_0-rmse:0.06453 [60] validation_0-rmse:0.06504 [61] validation_0-rmse:0.06497 [62] validation_0-rmse:0.06524 [63] validation_0-rmse:0.06559 [64] validation_0-rmse:0.06548 [65] validation_0-rmse:0.06566 [66] validation_0-rmse:0.06502 [67] validation_0-rmse:0.06477 [68] validation_0-rmse:0.06501 [69] validation_0-rmse:0.06534 [70] validation_0-rmse:0.06571 [71] validation_0-rmse:0.06620 [72] validation_0-rmse:0.06676 [73] validation_0-rmse:0.06712 [74] validation_0-rmse:0.06766 [75] validation_0-rmse:0.06715 [76] validation_0-rmse:0.06677 [77] validation_0-rmse:0.06692 [78] validation_0-rmse:0.06721 [79] validation_0-rmse:0.06711 [80] validation_0-rmse:0.06703 [81] validation_0-rmse:0.06706 [82] validation_0-rmse:0.06644 [83] validation_0-rmse:0.06648 [84] validation_0-rmse:0.06687 [85] validation_0-rmse:0.06721 [86] validation_0-rmse:0.06714 [87] validation_0-rmse:0.06714 [88] validation_0-rmse:0.06655 [89] validation_0-rmse:0.06664 [90] validation_0-rmse:0.06661 [91] validation_0-rmse:0.06639 [92] validation_0-rmse:0.06093 [93] validation_0-rmse:0.06105 [94] validation_0-rmse:0.06105 [95] validation_0-rmse:0.06068 [96] 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validation_0-rmse:0.06154 [407] validation_0-rmse:0.06131 [408] validation_0-rmse:0.06131 [409] validation_0-rmse:0.06120 [410] validation_0-rmse:0.06054 [411] validation_0-rmse:0.06067 [412] validation_0-rmse:0.06091 [413] validation_0-rmse:0.06104 [414] validation_0-rmse:0.06046 [415] validation_0-rmse:0.06053 [416] validation_0-rmse:0.06015 [417] validation_0-rmse:0.06010 [418] validation_0-rmse:0.05965 [419] validation_0-rmse:0.05997 [420] validation_0-rmse:0.06030 [421] validation_0-rmse:0.06054 [422] validation_0-rmse:0.06035 [423] validation_0-rmse:0.06096 [424] validation_0-rmse:0.06146 [425] validation_0-rmse:0.06175 [426] validation_0-rmse:0.06166 [427] validation_0-rmse:0.06166
[I 2024-10-09 17:44:32,142] Trial 7 finished with value: 0.0038014685328772372 and parameters: {'n_estimators': 428, 'max_depth': 6, 'learning_rate': 0.1628990229342986, 'subsample': 0.7523468373844207, 'colsample_bytree': 0.7147521653756891, 'gamma': 5.454896033416457, 'min_child_weight': 6, 'reg_lambda': 0.7465410985918005, 'reg_alpha': 0.08891582449678004}. Best is trial 1 with value: 0.0007858939118726986.
[0] validation_0-rmse:0.08927 [1] validation_0-rmse:0.08947 [2] validation_0-rmse:0.08979 [3] validation_0-rmse:0.09010 [4] validation_0-rmse:0.09044 [5] validation_0-rmse:0.09074 [6] validation_0-rmse:0.09094 [7] validation_0-rmse:0.09106 [8] validation_0-rmse:0.09135 [9] validation_0-rmse:0.09157 [10] validation_0-rmse:0.09180 [11] validation_0-rmse:0.09213 [12] validation_0-rmse:0.09229 [13] validation_0-rmse:0.09246 [14] validation_0-rmse:0.09268 [15] validation_0-rmse:0.09282 [16] validation_0-rmse:0.09313 [17] validation_0-rmse:0.09334 [18] validation_0-rmse:0.09354 [19] validation_0-rmse:0.09361 [20] validation_0-rmse:0.09378 [21] validation_0-rmse:0.09391 [22] validation_0-rmse:0.09411 [23] validation_0-rmse:0.09431 [24] validation_0-rmse:0.09460 [25] validation_0-rmse:0.09458 [26] validation_0-rmse:0.09492 [27] validation_0-rmse:0.09516 [28] validation_0-rmse:0.09520 [29] validation_0-rmse:0.09541 [30] validation_0-rmse:0.09558 [31] validation_0-rmse:0.09577 [32] validation_0-rmse:0.09596 [33] validation_0-rmse:0.09621 [34] validation_0-rmse:0.09641 [35] validation_0-rmse:0.09649 [36] validation_0-rmse:0.09649 [37] validation_0-rmse:0.09668 [38] validation_0-rmse:0.09692 [39] validation_0-rmse:0.09705 [40] validation_0-rmse:0.09727 [41] validation_0-rmse:0.09721 [42] validation_0-rmse:0.09726 [43] validation_0-rmse:0.09714 [44] validation_0-rmse:0.09702 [45] validation_0-rmse:0.09710 [46] validation_0-rmse:0.09729 [47] validation_0-rmse:0.09732 [48] validation_0-rmse:0.09761 [49] validation_0-rmse:0.09779 [50] validation_0-rmse:0.09780 [51] validation_0-rmse:0.09799 [52] validation_0-rmse:0.09804 [53] validation_0-rmse:0.09811 [54] validation_0-rmse:0.09800 [55] validation_0-rmse:0.09790 [56] validation_0-rmse:0.09797 [57] validation_0-rmse:0.09804 [58] validation_0-rmse:0.09794 [59] validation_0-rmse:0.09810 [60] validation_0-rmse:0.09832 [61] validation_0-rmse:0.09827 [62] validation_0-rmse:0.09832 [63] validation_0-rmse:0.09827 [64] validation_0-rmse:0.09842 [65] validation_0-rmse:0.09833 [66] validation_0-rmse:0.09843 [67] validation_0-rmse:0.09839 [68] validation_0-rmse:0.09845 [69] validation_0-rmse:0.09867 [70] validation_0-rmse:0.09876 [71] validation_0-rmse:0.09883 [72] validation_0-rmse:0.09904 [73] validation_0-rmse:0.09929 [74] validation_0-rmse:0.09934 [75] validation_0-rmse:0.09941 [76] validation_0-rmse:0.09966 [77] validation_0-rmse:0.09983 [78] validation_0-rmse:0.09974 [79] validation_0-rmse:0.09976 [80] validation_0-rmse:0.09981 [81] validation_0-rmse:0.09943 [82] validation_0-rmse:0.09954 [83] validation_0-rmse:0.09947 [84] validation_0-rmse:0.09896 [85] validation_0-rmse:0.09913 [86] validation_0-rmse:0.09898 [87] validation_0-rmse:0.09915 [88] validation_0-rmse:0.09858 [89] validation_0-rmse:0.09876 [90] validation_0-rmse:0.09846 [91] validation_0-rmse:0.09790 [92] validation_0-rmse:0.09807 [93] validation_0-rmse:0.09821 [94] validation_0-rmse:0.09841 [95] validation_0-rmse:0.09817 [96] 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validation_0-rmse:0.09504 [655] validation_0-rmse:0.09506 [656] validation_0-rmse:0.09491 [657] validation_0-rmse:0.09490 [658] validation_0-rmse:0.09492 [659] validation_0-rmse:0.09487 [660] validation_0-rmse:0.09490 [661] validation_0-rmse:0.09494 [662] validation_0-rmse:0.09494 [663] validation_0-rmse:0.09489 [664] validation_0-rmse:0.09487 [665] validation_0-rmse:0.09493 [666] validation_0-rmse:0.09501 [667] validation_0-rmse:0.09502 [668] validation_0-rmse:0.09495 [669] validation_0-rmse:0.09502 [670] validation_0-rmse:0.09505 [671] validation_0-rmse:0.09507 [672] validation_0-rmse:0.09510 [673] validation_0-rmse:0.09506 [674] validation_0-rmse:0.09500 [675] validation_0-rmse:0.09496 [676] validation_0-rmse:0.09500 [677] validation_0-rmse:0.09492 [678] validation_0-rmse:0.09232 [679] validation_0-rmse:0.09224 [680] validation_0-rmse:0.09221 [681] validation_0-rmse:0.09219 [682] validation_0-rmse:0.09218 [683] validation_0-rmse:0.09214 [684] validation_0-rmse:0.09212 [685] validation_0-rmse:0.09218 [686] validation_0-rmse:0.09220 [687] validation_0-rmse:0.09201 [688] validation_0-rmse:0.09201 [689] validation_0-rmse:0.09199 [690] validation_0-rmse:0.09207 [691] validation_0-rmse:0.09215 [692] validation_0-rmse:0.09212 [693] validation_0-rmse:0.09221 [694] validation_0-rmse:0.09219 [695] validation_0-rmse:0.09207 [696] validation_0-rmse:0.09211 [697] validation_0-rmse:0.09201 [698] validation_0-rmse:0.09198 [699] validation_0-rmse:0.09207 [700] validation_0-rmse:0.09206 [701] validation_0-rmse:0.09208 [702] validation_0-rmse:0.09217 [703] validation_0-rmse:0.09215 [704] validation_0-rmse:0.09213 [705] validation_0-rmse:0.09209 [706] validation_0-rmse:0.09212 [707] validation_0-rmse:0.09218 [708] validation_0-rmse:0.09238 [709] validation_0-rmse:0.09234 [710] validation_0-rmse:0.09239 [711] validation_0-rmse:0.09237 [712] validation_0-rmse:0.09232 [713] validation_0-rmse:0.09226 [714] validation_0-rmse:0.09223
[I 2024-10-09 17:44:38,492] Trial 8 finished with value: 0.008506139096834313 and parameters: {'n_estimators': 715, 'max_depth': 9, 'learning_rate': 0.015005830036379888, 'subsample': 0.5671932645611517, 'colsample_bytree': 0.8804742797392309, 'gamma': 7.678384975529982, 'min_child_weight': 6, 'reg_lambda': 0.1871308399654062, 'reg_alpha': 0.002142495339679449}. Best is trial 1 with value: 0.0007858939118726986.
[0] validation_0-rmse:0.09319 [1] validation_0-rmse:0.08878 [2] validation_0-rmse:0.08851 [3] validation_0-rmse:0.09168 [4] validation_0-rmse:0.09325 [5] validation_0-rmse:0.09312 [6] validation_0-rmse:0.09291 [7] validation_0-rmse:0.09437 [8] validation_0-rmse:0.09698 [9] validation_0-rmse:0.10018 [10] validation_0-rmse:0.10018 [11] validation_0-rmse:0.06609 [12] validation_0-rmse:0.06582 [13] validation_0-rmse:0.06745 [14] validation_0-rmse:0.06702 [15] validation_0-rmse:0.06670 [16] validation_0-rmse:0.06742 [17] validation_0-rmse:0.06742 [18] validation_0-rmse:0.06796 [19] validation_0-rmse:0.06736 [20] validation_0-rmse:0.06760 [21] validation_0-rmse:0.06760 [22] validation_0-rmse:0.06680 [23] validation_0-rmse:0.06680 [24] validation_0-rmse:0.06726 [25] validation_0-rmse:0.06726 [26] validation_0-rmse:0.06674 [27] validation_0-rmse:0.06745 [28] validation_0-rmse:0.06792 [29] validation_0-rmse:0.06751 [30] validation_0-rmse:0.06715 [31] validation_0-rmse:0.06715 [32] validation_0-rmse:0.06834 [33] validation_0-rmse:0.06913 [34] validation_0-rmse:0.06757 [35] validation_0-rmse:0.06742 [36] validation_0-rmse:0.06742 [37] validation_0-rmse:0.06768 [38] validation_0-rmse:0.06760 [39] validation_0-rmse:0.06826 [40] validation_0-rmse:0.06802 [41] validation_0-rmse:0.06767 [42] validation_0-rmse:0.06709 [43] validation_0-rmse:0.06645 [44] validation_0-rmse:0.06645 [45] validation_0-rmse:0.06645 [46] validation_0-rmse:0.06662 [47] validation_0-rmse:0.06782 [48] validation_0-rmse:0.06782 [49] validation_0-rmse:0.06814 [50] validation_0-rmse:0.06739 [51] validation_0-rmse:0.06800 [52] validation_0-rmse:0.06786 [53] validation_0-rmse:0.06768 [54] validation_0-rmse:0.06768 [55] validation_0-rmse:0.06779 [56] validation_0-rmse:0.06779 [57] validation_0-rmse:0.06636 [58] validation_0-rmse:0.06621 [59] validation_0-rmse:0.06600 [60] validation_0-rmse:0.06650 [61] validation_0-rmse:0.06646 [62] validation_0-rmse:0.06681 [63] validation_0-rmse:0.06733 [64] validation_0-rmse:0.06702 [65] validation_0-rmse:0.06723 [66] validation_0-rmse:0.06652 [67] validation_0-rmse:0.06635 [68] validation_0-rmse:0.06635 [69] validation_0-rmse:0.06680 [70] validation_0-rmse:0.06719 [71] validation_0-rmse:0.06782 [72] validation_0-rmse:0.06827 [73] validation_0-rmse:0.06893 [74] validation_0-rmse:0.06963 [75] validation_0-rmse:0.06887 [76] validation_0-rmse:0.06835 [77] validation_0-rmse:0.06895 [78] validation_0-rmse:0.06926 [79] validation_0-rmse:0.06943 [80] validation_0-rmse:0.06898 [81] validation_0-rmse:0.06898 [82] validation_0-rmse:0.06860 [83] validation_0-rmse:0.06860 [84] validation_0-rmse:0.06860 [85] validation_0-rmse:0.06924 [86] validation_0-rmse:0.06866 [87] validation_0-rmse:0.06826 [88] validation_0-rmse:0.06763 [89] validation_0-rmse:0.06804 [90] validation_0-rmse:0.06830 [91] validation_0-rmse:0.06802 [92] validation_0-rmse:0.06802 [93] validation_0-rmse:0.06802 [94] validation_0-rmse:0.06774 [95] validation_0-rmse:0.06767 [96] validation_0-rmse:0.06747 [97] validation_0-rmse:0.06747 [98] validation_0-rmse:0.06747 [99] validation_0-rmse:0.06678 [100] validation_0-rmse:0.06718 [101] validation_0-rmse:0.06762 [102] validation_0-rmse:0.06755 [103] validation_0-rmse:0.06783 [104] validation_0-rmse:0.06769 [105] validation_0-rmse:0.06837 [106] validation_0-rmse:0.06832 [107] validation_0-rmse:0.06908 [108] validation_0-rmse:0.06936 [109] validation_0-rmse:0.06879 [110] validation_0-rmse:0.06883 [111] validation_0-rmse:0.06826 [112] validation_0-rmse:0.06855 [113] validation_0-rmse:0.06813 [114] validation_0-rmse:0.06789 [115] validation_0-rmse:0.06770 [116] validation_0-rmse:0.06774 [117] validation_0-rmse:0.06750 [118] validation_0-rmse:0.06721 [119] validation_0-rmse:0.06721 [120] validation_0-rmse:0.06736 [121] validation_0-rmse:0.06741 [122] validation_0-rmse:0.06829 [123] validation_0-rmse:0.06756 [124] validation_0-rmse:0.06771 [125] validation_0-rmse:0.06771 [126] validation_0-rmse:0.06784 [127] validation_0-rmse:0.06781 [128] validation_0-rmse:0.06750 [129] validation_0-rmse:0.06776 [130] validation_0-rmse:0.06776 [131] validation_0-rmse:0.06772 [132] validation_0-rmse:0.06777 [133] validation_0-rmse:0.06830 [134] validation_0-rmse:0.06917 [135] validation_0-rmse:0.06828 [136] validation_0-rmse:0.06802 [137] validation_0-rmse:0.06833 [138] validation_0-rmse:0.06806 [139] validation_0-rmse:0.06806 [140] validation_0-rmse:0.06821 [141] validation_0-rmse:0.06729 [142] validation_0-rmse:0.06710 [143] validation_0-rmse:0.06719 [144] validation_0-rmse:0.06719 [145] validation_0-rmse:0.06719 [146] validation_0-rmse:0.06763 [147] validation_0-rmse:0.06739 [148] validation_0-rmse:0.06759 [149] validation_0-rmse:0.06821 [150] validation_0-rmse:0.06808 [151] validation_0-rmse:0.06808 [152] validation_0-rmse:0.06808 [153] validation_0-rmse:0.06808 [154] validation_0-rmse:0.06747 [155] validation_0-rmse:0.06764 [156] validation_0-rmse:0.06696 [157] validation_0-rmse:0.06664 [158] validation_0-rmse:0.06670 [159] validation_0-rmse:0.06653 [160] validation_0-rmse:0.06653 [161] validation_0-rmse:0.06726 [162] validation_0-rmse:0.06750 [163] validation_0-rmse:0.06801 [164] validation_0-rmse:0.06790 [165] validation_0-rmse:0.06691 [166] validation_0-rmse:0.06722 [167] validation_0-rmse:0.06735 [168] validation_0-rmse:0.06735 [169] validation_0-rmse:0.06727 [170] validation_0-rmse:0.06727 [171] validation_0-rmse:0.06723 [172] validation_0-rmse:0.06753 [173] validation_0-rmse:0.06753 [174] validation_0-rmse:0.06753 [175] validation_0-rmse:0.06777 [176] validation_0-rmse:0.06761 [177] validation_0-rmse:0.06761 [178] validation_0-rmse:0.06792 [179] validation_0-rmse:0.06858 [180] validation_0-rmse:0.06808 [181] validation_0-rmse:0.06787 [182] validation_0-rmse:0.06853 [183] validation_0-rmse:0.06756 [184] validation_0-rmse:0.06756 [185] validation_0-rmse:0.06737 [186] validation_0-rmse:0.06737 [187] validation_0-rmse:0.06780 [188] validation_0-rmse:0.06748 [189] validation_0-rmse:0.06630 [190] validation_0-rmse:0.06605 [191] validation_0-rmse:0.06682 [192] validation_0-rmse:0.06682 [193] validation_0-rmse:0.06680 [194] validation_0-rmse:0.06601 [195] validation_0-rmse:0.06620 [196] validation_0-rmse:0.06620 [197] validation_0-rmse:0.06671 [198] validation_0-rmse:0.06723 [199] validation_0-rmse:0.06709 [200] validation_0-rmse:0.06681 [201] validation_0-rmse:0.06627 [202] validation_0-rmse:0.06571 [203] validation_0-rmse:0.06648 [204] validation_0-rmse:0.06618 [205] validation_0-rmse:0.06571 [206] validation_0-rmse:0.06577 [207] validation_0-rmse:0.06612 [208] validation_0-rmse:0.06739
[I 2024-10-09 17:44:41,576] Trial 9 finished with value: 0.004541442266647921 and parameters: {'n_estimators': 209, 'max_depth': 8, 'learning_rate': 0.21433820099431392, 'subsample': 0.7739542897630802, 'colsample_bytree': 0.9667363078280399, 'gamma': 9.083160084928112, 'min_child_weight': 7, 'reg_lambda': 0.4739552380042025, 'reg_alpha': 0.6695273683731396}. Best is trial 1 with value: 0.0007858939118726986.
Best xgboost MSE for BERRY-DXT: 0.0007858939118726986
Model Optimization for Pair: BERRY-DXT: 67%|██████▋ | 2/3 [00:57<00:29, 29.54s/it][I 2024-10-09 17:44:41,604] A new study created in memory with name: no-name-f51bc090-ee00-4243-908a-b1577028653f
[LightGBM] [Warning] min_data_in_leaf is set=12, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=12 [LightGBM] [Warning] feature_fraction is set=0.6748919840905229, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6748919840905229 [LightGBM] [Warning] lambda_l2 is set=0.0028690964656116233, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028690964656116233 [LightGBM] [Warning] lambda_l1 is set=0.001818910796311019, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.001818910796311019 [LightGBM] [Warning] bagging_fraction is set=0.5932021786400066, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5932021786400066 [LightGBM] [Warning] min_data_in_leaf is set=12, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=12 [LightGBM] [Warning] feature_fraction is set=0.6748919840905229, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6748919840905229 [LightGBM] [Warning] lambda_l2 is set=0.0028690964656116233, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028690964656116233 [LightGBM] [Warning] lambda_l1 is set=0.001818910796311019, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.001818910796311019 [LightGBM] [Warning] bagging_fraction is set=0.5932021786400066, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5932021786400066 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=12, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=12 [LightGBM] [Warning] feature_fraction is set=0.6748919840905229, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6748919840905229 [LightGBM] [Warning] lambda_l2 is set=0.0028690964656116233, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028690964656116233 [LightGBM] [Warning] lambda_l1 is set=0.001818910796311019, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.001818910796311019 [LightGBM] [Warning] bagging_fraction is set=0.5932021786400066, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5932021786400066 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:44:42,232] Trial 0 finished with value: 7.033086024998527e-05 and parameters: {'n_estimators': 678, 'max_depth': 9, 'learning_rate': 0.07809992776954744, 'num_leaves': 47, 'feature_fraction': 0.6748919840905229, 'bagging_fraction': 0.5932021786400066, 'lambda_l1': 0.001818910796311019, 'lambda_l2': 0.0028690964656116233, 'min_child_samples': 28, 'min_split_gain': 0.09114646723260073, 'min_data_in_leaf': 12}. Best is trial 0 with value: 7.033086024998527e-05.
[LightGBM] [Warning] min_data_in_leaf is set=12, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=12 [LightGBM] [Warning] feature_fraction is set=0.6748919840905229, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6748919840905229 [LightGBM] [Warning] lambda_l2 is set=0.0028690964656116233, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028690964656116233 [LightGBM] [Warning] lambda_l1 is set=0.001818910796311019, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.001818910796311019 [LightGBM] [Warning] bagging_fraction is set=0.5932021786400066, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5932021786400066 [LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=91 will be ignored. Current value: min_data_in_leaf=15 [LightGBM] [Warning] feature_fraction is set=0.9252370945704502, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9252370945704502 [LightGBM] [Warning] lambda_l2 is set=0.5450587700311781, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5450587700311781 [LightGBM] [Warning] lambda_l1 is set=0.0028825354904915236, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028825354904915236 [LightGBM] [Warning] bagging_fraction is set=0.9203134571865248, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9203134571865248 [LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=91 will be ignored. Current value: min_data_in_leaf=15 [LightGBM] [Warning] feature_fraction is set=0.9252370945704502, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9252370945704502 [LightGBM] [Warning] lambda_l2 is set=0.5450587700311781, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5450587700311781 [LightGBM] [Warning] lambda_l1 is set=0.0028825354904915236, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028825354904915236 [LightGBM] [Warning] bagging_fraction is set=0.9203134571865248, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9203134571865248 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=91 will be ignored. Current value: min_data_in_leaf=15 [LightGBM] [Warning] feature_fraction is set=0.9252370945704502, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9252370945704502 [LightGBM] [Warning] lambda_l2 is set=0.5450587700311781, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5450587700311781 [LightGBM] [Warning] lambda_l1 is set=0.0028825354904915236, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028825354904915236 [LightGBM] [Warning] bagging_fraction is set=0.9203134571865248, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9203134571865248 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:44:43,048] Trial 1 finished with value: 5.733958875632395e-05 and parameters: {'n_estimators': 931, 'max_depth': 5, 'learning_rate': 0.1975126960218332, 'num_leaves': 137, 'feature_fraction': 0.9252370945704502, 'bagging_fraction': 0.9203134571865248, 'lambda_l1': 0.0028825354904915236, 'lambda_l2': 0.5450587700311781, 'min_child_samples': 91, 'min_split_gain': 0.03550526280694514, 'min_data_in_leaf': 15}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=91 will be ignored. Current value: min_data_in_leaf=15 [LightGBM] [Warning] feature_fraction is set=0.9252370945704502, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9252370945704502 [LightGBM] [Warning] lambda_l2 is set=0.5450587700311781, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5450587700311781 [LightGBM] [Warning] lambda_l1 is set=0.0028825354904915236, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028825354904915236 [LightGBM] [Warning] bagging_fraction is set=0.9203134571865248, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9203134571865248 [LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=29 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.8447648318442134, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8447648318442134 [LightGBM] [Warning] lambda_l2 is set=0.003244142159018672, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.003244142159018672 [LightGBM] [Warning] lambda_l1 is set=0.6286243670990275, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6286243670990275 [LightGBM] [Warning] bagging_fraction is set=0.9224222415647054, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9224222415647054 [LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=29 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.8447648318442134, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8447648318442134 [LightGBM] [Warning] lambda_l2 is set=0.003244142159018672, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.003244142159018672 [LightGBM] [Warning] lambda_l1 is set=0.6286243670990275, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6286243670990275 [LightGBM] [Warning] bagging_fraction is set=0.9224222415647054, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9224222415647054 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=29 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.8447648318442134, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8447648318442134 [LightGBM] [Warning] lambda_l2 is set=0.003244142159018672, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.003244142159018672 [LightGBM] [Warning] lambda_l1 is set=0.6286243670990275, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6286243670990275 [LightGBM] [Warning] bagging_fraction is set=0.9224222415647054, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9224222415647054 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:44:43,984] Trial 2 finished with value: 0.00030816637886457986 and parameters: {'n_estimators': 691, 'max_depth': 13, 'learning_rate': 0.2532523366770163, 'num_leaves': 90, 'feature_fraction': 0.8447648318442134, 'bagging_fraction': 0.9224222415647054, 'lambda_l1': 0.6286243670990275, 'lambda_l2': 0.003244142159018672, 'min_child_samples': 29, 'min_split_gain': 0.028955767376377, 'min_data_in_leaf': 31}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=29 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.8447648318442134, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8447648318442134 [LightGBM] [Warning] lambda_l2 is set=0.003244142159018672, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.003244142159018672 [LightGBM] [Warning] lambda_l1 is set=0.6286243670990275, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6286243670990275 [LightGBM] [Warning] bagging_fraction is set=0.9224222415647054, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9224222415647054 [LightGBM] [Warning] min_data_in_leaf is set=22, min_child_samples=100 will be ignored. Current value: min_data_in_leaf=22 [LightGBM] [Warning] feature_fraction is set=0.5929553840153241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5929553840153241 [LightGBM] [Warning] lambda_l2 is set=0.0032769142785061232, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0032769142785061232 [LightGBM] [Warning] lambda_l1 is set=0.539811701067385, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.539811701067385 [LightGBM] [Warning] bagging_fraction is set=0.5830919432290267, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5830919432290267 [LightGBM] [Warning] min_data_in_leaf is set=22, min_child_samples=100 will be ignored. Current value: min_data_in_leaf=22 [LightGBM] [Warning] feature_fraction is set=0.5929553840153241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5929553840153241 [LightGBM] [Warning] lambda_l2 is set=0.0032769142785061232, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0032769142785061232 [LightGBM] [Warning] lambda_l1 is set=0.539811701067385, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.539811701067385 [LightGBM] [Warning] bagging_fraction is set=0.5830919432290267, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5830919432290267 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=22, min_child_samples=100 will be ignored. Current value: min_data_in_leaf=22 [LightGBM] [Warning] feature_fraction is set=0.5929553840153241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5929553840153241 [LightGBM] [Warning] lambda_l2 is set=0.0032769142785061232, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0032769142785061232 [LightGBM] [Warning] lambda_l1 is set=0.539811701067385, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.539811701067385 [LightGBM] [Warning] bagging_fraction is set=0.5830919432290267, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5830919432290267 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:44:44,936] Trial 3 finished with value: 0.00018430392605848136 and parameters: {'n_estimators': 432, 'max_depth': 15, 'learning_rate': 0.20943370034800052, 'num_leaves': 178, 'feature_fraction': 0.5929553840153241, 'bagging_fraction': 0.5830919432290267, 'lambda_l1': 0.539811701067385, 'lambda_l2': 0.0032769142785061232, 'min_child_samples': 100, 'min_split_gain': 0.09587918896536629, 'min_data_in_leaf': 22}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=22, min_child_samples=100 will be ignored. Current value: min_data_in_leaf=22 [LightGBM] [Warning] feature_fraction is set=0.5929553840153241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5929553840153241 [LightGBM] [Warning] lambda_l2 is set=0.0032769142785061232, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0032769142785061232 [LightGBM] [Warning] lambda_l1 is set=0.539811701067385, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.539811701067385 [LightGBM] [Warning] bagging_fraction is set=0.5830919432290267, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5830919432290267 [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.703675350623886, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.703675350623886 [LightGBM] [Warning] lambda_l2 is set=0.0649680986596271, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0649680986596271 [LightGBM] [Warning] lambda_l1 is set=0.2765908856276779, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.2765908856276779 [LightGBM] [Warning] bagging_fraction is set=0.844579975027133, subsample=1.0 will be ignored. Current value: bagging_fraction=0.844579975027133 [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.703675350623886, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.703675350623886 [LightGBM] [Warning] lambda_l2 is set=0.0649680986596271, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0649680986596271 [LightGBM] [Warning] lambda_l1 is set=0.2765908856276779, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.2765908856276779 [LightGBM] [Warning] bagging_fraction is set=0.844579975027133, subsample=1.0 will be ignored. Current value: bagging_fraction=0.844579975027133 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.703675350623886, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.703675350623886 [LightGBM] [Warning] lambda_l2 is set=0.0649680986596271, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0649680986596271 [LightGBM] [Warning] lambda_l1 is set=0.2765908856276779, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.2765908856276779 [LightGBM] [Warning] bagging_fraction is set=0.844579975027133, subsample=1.0 will be ignored. Current value: bagging_fraction=0.844579975027133 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:44:45,687] Trial 4 finished with value: 0.0016806717773013154 and parameters: {'n_estimators': 870, 'max_depth': 10, 'learning_rate': 0.10382872145240579, 'num_leaves': 49, 'feature_fraction': 0.703675350623886, 'bagging_fraction': 0.844579975027133, 'lambda_l1': 0.2765908856276779, 'lambda_l2': 0.0649680986596271, 'min_child_samples': 65, 'min_split_gain': 0.0866043359193954, 'min_data_in_leaf': 45}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.703675350623886, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.703675350623886 [LightGBM] [Warning] lambda_l2 is set=0.0649680986596271, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0649680986596271 [LightGBM] [Warning] lambda_l1 is set=0.2765908856276779, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.2765908856276779 [LightGBM] [Warning] bagging_fraction is set=0.844579975027133, subsample=1.0 will be ignored. Current value: bagging_fraction=0.844579975027133 [LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8031041745619302, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8031041745619302 [LightGBM] [Warning] lambda_l2 is set=0.2609210214062197, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2609210214062197 [LightGBM] [Warning] lambda_l1 is set=0.031724276323805374, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.031724276323805374 [LightGBM] [Warning] bagging_fraction is set=0.5661145302769166, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5661145302769166 [LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8031041745619302, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8031041745619302 [LightGBM] [Warning] lambda_l2 is set=0.2609210214062197, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2609210214062197 [LightGBM] [Warning] lambda_l1 is set=0.031724276323805374, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.031724276323805374 [LightGBM] [Warning] bagging_fraction is set=0.5661145302769166, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5661145302769166 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8031041745619302, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8031041745619302 [LightGBM] [Warning] lambda_l2 is set=0.2609210214062197, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2609210214062197 [LightGBM] [Warning] lambda_l1 is set=0.031724276323805374, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.031724276323805374 [LightGBM] [Warning] bagging_fraction is set=0.5661145302769166, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5661145302769166 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:44:47,133] Trial 5 finished with value: 0.00035871118133600215 and parameters: {'n_estimators': 769, 'max_depth': 13, 'learning_rate': 0.012932909870502263, 'num_leaves': 156, 'feature_fraction': 0.8031041745619302, 'bagging_fraction': 0.5661145302769166, 'lambda_l1': 0.031724276323805374, 'lambda_l2': 0.2609210214062197, 'min_child_samples': 75, 'min_split_gain': 0.048830388642940564, 'min_data_in_leaf': 44}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8031041745619302, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8031041745619302 [LightGBM] [Warning] lambda_l2 is set=0.2609210214062197, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2609210214062197 [LightGBM] [Warning] lambda_l1 is set=0.031724276323805374, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.031724276323805374 [LightGBM] [Warning] bagging_fraction is set=0.5661145302769166, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5661145302769166 [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.6455828611428178, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6455828611428178 [LightGBM] [Warning] lambda_l2 is set=0.021553584875596096, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.021553584875596096 [LightGBM] [Warning] lambda_l1 is set=0.6420362409156442, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6420362409156442 [LightGBM] [Warning] bagging_fraction is set=0.6440067318984849, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6440067318984849 [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.6455828611428178, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6455828611428178 [LightGBM] [Warning] lambda_l2 is set=0.021553584875596096, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.021553584875596096 [LightGBM] [Warning] lambda_l1 is set=0.6420362409156442, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6420362409156442 [LightGBM] [Warning] bagging_fraction is set=0.6440067318984849, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6440067318984849 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.6455828611428178, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6455828611428178 [LightGBM] [Warning] lambda_l2 is set=0.021553584875596096, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.021553584875596096 [LightGBM] [Warning] lambda_l1 is set=0.6420362409156442, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6420362409156442 [LightGBM] [Warning] bagging_fraction is set=0.6440067318984849, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6440067318984849 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:44:47,869] Trial 6 finished with value: 0.0007288454934758893 and parameters: {'n_estimators': 709, 'max_depth': 9, 'learning_rate': 0.11438460126186505, 'num_leaves': 180, 'feature_fraction': 0.6455828611428178, 'bagging_fraction': 0.6440067318984849, 'lambda_l1': 0.6420362409156442, 'lambda_l2': 0.021553584875596096, 'min_child_samples': 40, 'min_split_gain': 0.052789870580866614, 'min_data_in_leaf': 30}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.6455828611428178, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6455828611428178 [LightGBM] [Warning] lambda_l2 is set=0.021553584875596096, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.021553584875596096 [LightGBM] [Warning] lambda_l1 is set=0.6420362409156442, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6420362409156442 [LightGBM] [Warning] bagging_fraction is set=0.6440067318984849, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6440067318984849 [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=35 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.557190739412976, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.557190739412976 [LightGBM] [Warning] lambda_l2 is set=0.049252696028043066, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.049252696028043066 [LightGBM] [Warning] lambda_l1 is set=2.6315977252698306, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.6315977252698306 [LightGBM] [Warning] bagging_fraction is set=0.8563103589745271, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8563103589745271 [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=35 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.557190739412976, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.557190739412976 [LightGBM] [Warning] lambda_l2 is set=0.049252696028043066, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.049252696028043066 [LightGBM] [Warning] lambda_l1 is set=2.6315977252698306, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.6315977252698306 [LightGBM] [Warning] bagging_fraction is set=0.8563103589745271, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8563103589745271 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=35 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.557190739412976, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.557190739412976 [LightGBM] [Warning] lambda_l2 is set=0.049252696028043066, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.049252696028043066 [LightGBM] [Warning] lambda_l1 is set=2.6315977252698306, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.6315977252698306 [LightGBM] [Warning] bagging_fraction is set=0.8563103589745271, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8563103589745271 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:44:48,547] Trial 7 finished with value: 0.0007240298307976321 and parameters: {'n_estimators': 814, 'max_depth': 11, 'learning_rate': 0.017664528987367478, 'num_leaves': 103, 'feature_fraction': 0.557190739412976, 'bagging_fraction': 0.8563103589745271, 'lambda_l1': 2.6315977252698306, 'lambda_l2': 0.049252696028043066, 'min_child_samples': 35, 'min_split_gain': 0.09332356175688133, 'min_data_in_leaf': 30}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=30, min_child_samples=35 will be ignored. Current value: min_data_in_leaf=30 [LightGBM] [Warning] feature_fraction is set=0.557190739412976, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.557190739412976 [LightGBM] [Warning] lambda_l2 is set=0.049252696028043066, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.049252696028043066 [LightGBM] [Warning] lambda_l1 is set=2.6315977252698306, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.6315977252698306 [LightGBM] [Warning] bagging_fraction is set=0.8563103589745271, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8563103589745271 [LightGBM] [Warning] min_data_in_leaf is set=21, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=21 [LightGBM] [Warning] feature_fraction is set=0.6189501307928177, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6189501307928177 [LightGBM] [Warning] lambda_l2 is set=0.004863015183114742, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004863015183114742 [LightGBM] [Warning] lambda_l1 is set=0.011281128720477766, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011281128720477766 [LightGBM] [Warning] bagging_fraction is set=0.9450067347382918, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9450067347382918 [LightGBM] [Warning] min_data_in_leaf is set=21, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=21 [LightGBM] [Warning] feature_fraction is set=0.6189501307928177, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6189501307928177 [LightGBM] [Warning] lambda_l2 is set=0.004863015183114742, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004863015183114742 [LightGBM] [Warning] lambda_l1 is set=0.011281128720477766, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011281128720477766 [LightGBM] [Warning] bagging_fraction is set=0.9450067347382918, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9450067347382918 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=21, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=21 [LightGBM] [Warning] feature_fraction is set=0.6189501307928177, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6189501307928177 [LightGBM] [Warning] lambda_l2 is set=0.004863015183114742, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004863015183114742 [LightGBM] [Warning] lambda_l1 is set=0.011281128720477766, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011281128720477766 [LightGBM] [Warning] bagging_fraction is set=0.9450067347382918, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9450067347382918 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:44:49,305] Trial 8 finished with value: 0.00015681901087108904 and parameters: {'n_estimators': 747, 'max_depth': 13, 'learning_rate': 0.03716535374849382, 'num_leaves': 20, 'feature_fraction': 0.6189501307928177, 'bagging_fraction': 0.9450067347382918, 'lambda_l1': 0.011281128720477766, 'lambda_l2': 0.004863015183114742, 'min_child_samples': 88, 'min_split_gain': 0.057666633202647435, 'min_data_in_leaf': 21}. Best is trial 1 with value: 5.733958875632395e-05.
[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=21, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=21 [LightGBM] [Warning] feature_fraction is set=0.6189501307928177, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6189501307928177 [LightGBM] [Warning] lambda_l2 is set=0.004863015183114742, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004863015183114742 [LightGBM] [Warning] lambda_l1 is set=0.011281128720477766, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011281128720477766 [LightGBM] [Warning] bagging_fraction is set=0.9450067347382918, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9450067347382918 [LightGBM] [Warning] min_data_in_leaf is set=35, min_child_samples=20 will be ignored. Current value: min_data_in_leaf=35 [LightGBM] [Warning] feature_fraction is set=0.9712340792393099, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9712340792393099 [LightGBM] [Warning] lambda_l2 is set=0.04368331036612839, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.04368331036612839 [LightGBM] [Warning] lambda_l1 is set=0.005105311866773868, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005105311866773868 [LightGBM] [Warning] bagging_fraction is set=0.6762081291769246, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6762081291769246 [LightGBM] [Warning] min_data_in_leaf is set=35, min_child_samples=20 will be ignored. Current value: min_data_in_leaf=35 [LightGBM] [Warning] feature_fraction is set=0.9712340792393099, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9712340792393099 [LightGBM] [Warning] lambda_l2 is set=0.04368331036612839, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.04368331036612839 [LightGBM] [Warning] lambda_l1 is set=0.005105311866773868, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005105311866773868 [LightGBM] [Warning] bagging_fraction is set=0.6762081291769246, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6762081291769246 [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=35, min_child_samples=20 will be ignored. Current value: min_data_in_leaf=35 [LightGBM] [Warning] feature_fraction is set=0.9712340792393099, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9712340792393099 [LightGBM] [Warning] lambda_l2 is set=0.04368331036612839, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.04368331036612839 [LightGBM] [Warning] lambda_l1 is set=0.005105311866773868, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005105311866773868 [LightGBM] [Warning] bagging_fraction is set=0.6762081291769246, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6762081291769246 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:44:49,963] Trial 9 finished with value: 0.0006511719889741862 and parameters: {'n_estimators': 638, 'max_depth': 12, 'learning_rate': 0.13406125736174584, 'num_leaves': 32, 'feature_fraction': 0.9712340792393099, 'bagging_fraction': 0.6762081291769246, 'lambda_l1': 0.005105311866773868, 'lambda_l2': 0.04368331036612839, 'min_child_samples': 20, 'min_split_gain': 0.037685548903856454, 'min_data_in_leaf': 35}. Best is trial 1 with value: 5.733958875632395e-05.
Model Optimization for Pair: BERRY-DXT: 100%|██████████| 3/3 [01:06<00:00, 19.88s/it]
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=35, min_child_samples=20 will be ignored. Current value: min_data_in_leaf=35 [LightGBM] [Warning] feature_fraction is set=0.9712340792393099, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9712340792393099 [LightGBM] [Warning] lambda_l2 is set=0.04368331036612839, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.04368331036612839 [LightGBM] [Warning] lambda_l1 is set=0.005105311866773868, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005105311866773868 [LightGBM] [Warning] bagging_fraction is set=0.6762081291769246, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6762081291769246 Best lightgbm MSE for BERRY-DXT: 5.733958875632395e-05 [LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=91 will be ignored. Current value: min_data_in_leaf=15 [LightGBM] [Warning] feature_fraction is set=0.9252370945704502, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9252370945704502 [LightGBM] [Warning] lambda_l2 is set=0.5450587700311781, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5450587700311781 [LightGBM] [Warning] lambda_l1 is set=0.0028825354904915236, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028825354904915236 [LightGBM] [Warning] bagging_fraction is set=0.9203134571865248, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9203134571865248 [LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=91 will be ignored. Current value: min_data_in_leaf=15 [LightGBM] [Warning] feature_fraction is set=0.9252370945704502, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9252370945704502 [LightGBM] [Warning] lambda_l2 is set=0.5450587700311781, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5450587700311781 [LightGBM] [Warning] lambda_l1 is set=0.0028825354904915236, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028825354904915236 [LightGBM] [Warning] bagging_fraction is set=0.9203134571865248, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9203134571865248 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000198 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3302 [LightGBM] [Info] Number of data points in the train set: 1140, number of used features: 13 [LightGBM] [Info] Start training from score -0.302839 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
Pair Progress: 20%|██ | 1/5 [01:07<04:31, 67.88s/it]
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=91 will be ignored. Current value: min_data_in_leaf=15 [LightGBM] [Warning] feature_fraction is set=0.9252370945704502, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9252370945704502 [LightGBM] [Warning] lambda_l2 is set=0.5450587700311781, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5450587700311781 [LightGBM] [Warning] lambda_l1 is set=0.0028825354904915236, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028825354904915236 [LightGBM] [Warning] bagging_fraction is set=0.9203134571865248, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9203134571865248 Running for pair: HER-RTE
Model Optimization for Pair: HER-RTE: 0%| | 0/3 [00:00<?, ?it/s][I 2024-10-09 17:44:51,704] A new study created in memory with name: no-name-d9f9ee0d-14f2-45ff-9321-69adc897b656
[I 2024-10-09 17:44:56,673] Trial 0 finished with value: 0.00011704817747545589 and parameters: {'iterations': 981, 'depth': 9, 'learning_rate': 0.235626556437288, 'l2_leaf_reg': 3.5305678719991347, 'random_strength': 0.06752170086803523, 'bagging_temperature': 0.5299321298027214, 'border_count': 55}. Best is trial 0 with value: 0.00011704817747545589.
[I 2024-10-09 17:44:57,179] Trial 1 finished with value: 5.861940581355545e-05 and parameters: {'iterations': 231, 'depth': 5, 'learning_rate': 0.18043484034445914, 'l2_leaf_reg': 2.7572657686495616, 'random_strength': 0.4108348674616627, 'bagging_temperature': 0.9910692137031659, 'border_count': 94}. Best is trial 1 with value: 5.861940581355545e-05.
[I 2024-10-09 17:45:05,504] Trial 2 finished with value: 5.98892999769439e-05 and parameters: {'iterations': 755, 'depth': 9, 'learning_rate': 0.08270505799348572, 'l2_leaf_reg': 7.781065771154548, 'random_strength': 2.455411351196546, 'bagging_temperature': 0.8280510239075001, 'border_count': 83}. Best is trial 1 with value: 5.861940581355545e-05.
[I 2024-10-09 17:45:09,878] Trial 3 finished with value: 2.21386420966386e-05 and parameters: {'iterations': 608, 'depth': 8, 'learning_rate': 0.06392161202988643, 'l2_leaf_reg': 5.097061995650991, 'random_strength': 0.4816644434003475, 'bagging_temperature': 0.5358067271595786, 'border_count': 159}. Best is trial 3 with value: 2.21386420966386e-05.
[I 2024-10-09 17:45:21,177] Trial 4 finished with value: 4.2353137120355e-05 and parameters: {'iterations': 415, 'depth': 9, 'learning_rate': 0.08108058808145545, 'l2_leaf_reg': 5.39224458649112, 'random_strength': 4.29980717420223, 'bagging_temperature': 0.8635569917180076, 'border_count': 241}. Best is trial 3 with value: 2.21386420966386e-05.
[I 2024-10-09 17:45:22,434] Trial 5 finished with value: 6.239672140090306e-05 and parameters: {'iterations': 649, 'depth': 5, 'learning_rate': 0.026041891960070764, 'l2_leaf_reg': 7.031263014591659, 'random_strength': 2.101983414487424, 'bagging_temperature': 0.6178955924205787, 'border_count': 188}. Best is trial 3 with value: 2.21386420966386e-05.
[I 2024-10-09 17:45:28,193] Trial 6 finished with value: 0.0001436085619297433 and parameters: {'iterations': 256, 'depth': 9, 'learning_rate': 0.023302354732875265, 'l2_leaf_reg': 8.337444337622525, 'random_strength': 5.78791204414193, 'bagging_temperature': 0.4108337281547272, 'border_count': 251}. Best is trial 3 with value: 2.21386420966386e-05.
[I 2024-10-09 17:45:31,301] Trial 7 finished with value: 2.8339988786458708e-05 and parameters: {'iterations': 449, 'depth': 6, 'learning_rate': 0.18677188600818603, 'l2_leaf_reg': 9.217365918781486, 'random_strength': 1.648947848017106, 'bagging_temperature': 0.5245243434548664, 'border_count': 211}. Best is trial 3 with value: 2.21386420966386e-05.
[I 2024-10-09 17:45:40,245] Trial 8 finished with value: 0.00012229142395129604 and parameters: {'iterations': 364, 'depth': 9, 'learning_rate': 0.02686402680012569, 'l2_leaf_reg': 7.734766605585197, 'random_strength': 8.957119296892682, 'bagging_temperature': 0.18775790421642236, 'border_count': 201}. Best is trial 3 with value: 2.21386420966386e-05.
[I 2024-10-09 17:45:44,174] Trial 9 finished with value: 0.00013445863732211067 and parameters: {'iterations': 487, 'depth': 9, 'learning_rate': 0.08899053138786865, 'l2_leaf_reg': 4.2450568544530505, 'random_strength': 8.142255800690412, 'bagging_temperature': 0.06938124029681492, 'border_count': 48}. Best is trial 3 with value: 2.21386420966386e-05.
Model Optimization for Pair: HER-RTE: 33%|███▎ | 1/3 [00:52<01:44, 52.48s/it][I 2024-10-09 17:45:44,192] A new study created in memory with name: no-name-7962f63e-99d2-4bc0-88eb-150a9b4cb979
Best catboost MSE for HER-RTE: 2.21386420966386e-05 [0] validation_0-rmse:0.04211 [1] validation_0-rmse:0.04211 [2] validation_0-rmse:0.04211 [3] validation_0-rmse:0.04211 [4] validation_0-rmse:0.04211 [5] validation_0-rmse:0.04211 [6] validation_0-rmse:0.04211 [7] validation_0-rmse:0.04211 [8] validation_0-rmse:0.04211 [9] validation_0-rmse:0.04211 [10] validation_0-rmse:0.04211 [11] validation_0-rmse:0.04211 [12] validation_0-rmse:0.04211 [13] validation_0-rmse:0.04211 [14] validation_0-rmse:0.04211 [15] validation_0-rmse:0.04211 [16] validation_0-rmse:0.04211 [17] validation_0-rmse:0.04211 [18] validation_0-rmse:0.04211 [19] validation_0-rmse:0.04211 [20] validation_0-rmse:0.04211 [21] validation_0-rmse:0.04211 [22] validation_0-rmse:0.04211 [23] validation_0-rmse:0.04211 [24] validation_0-rmse:0.04211 [25] validation_0-rmse:0.04211 [26] validation_0-rmse:0.04211 [27] validation_0-rmse:0.04211 [28] validation_0-rmse:0.04211 [29] validation_0-rmse:0.04211 [30] validation_0-rmse:0.04211 [31] validation_0-rmse:0.04211 [32] validation_0-rmse:0.04211 [33] validation_0-rmse:0.04211 [34] validation_0-rmse:0.04211 [35] validation_0-rmse:0.04211 [36] validation_0-rmse:0.04211 [37] validation_0-rmse:0.04211 [38] validation_0-rmse:0.04211 [39] validation_0-rmse:0.04211 [40] validation_0-rmse:0.04211 [41] validation_0-rmse:0.04211 [42] validation_0-rmse:0.04211 [43] validation_0-rmse:0.04211 [44] validation_0-rmse:0.04211 [45] validation_0-rmse:0.04211 [46] validation_0-rmse:0.04211 [47] validation_0-rmse:0.04211 [48] validation_0-rmse:0.04211 [49] validation_0-rmse:0.04211 [50] validation_0-rmse:0.04211 [51] validation_0-rmse:0.04211 [52] validation_0-rmse:0.04211 [53] validation_0-rmse:0.04211 [54] validation_0-rmse:0.04211 [55] validation_0-rmse:0.04211 [56] validation_0-rmse:0.04211 [57] validation_0-rmse:0.04211 [58] validation_0-rmse:0.04211 [59] validation_0-rmse:0.04211 [60] validation_0-rmse:0.04211 [61] validation_0-rmse:0.04211 [62] validation_0-rmse:0.04211 [63] validation_0-rmse:0.04211 [64] validation_0-rmse:0.04211 [65] validation_0-rmse:0.04211 [66] validation_0-rmse:0.04211 [67] validation_0-rmse:0.04211 [68] validation_0-rmse:0.04211 [69] validation_0-rmse:0.04211 [70] validation_0-rmse:0.04211 [71] validation_0-rmse:0.04211 [72] validation_0-rmse:0.04211 [73] validation_0-rmse:0.04211 [74] validation_0-rmse:0.04211 [75] validation_0-rmse:0.04211 [76] validation_0-rmse:0.04211 [77] validation_0-rmse:0.04211 [78] validation_0-rmse:0.04211 [79] validation_0-rmse:0.04211 [80] validation_0-rmse:0.04211 [81] validation_0-rmse:0.04211 [82] validation_0-rmse:0.04211 [83] validation_0-rmse:0.04211 [84] validation_0-rmse:0.04211 [85] validation_0-rmse:0.04211 [86] validation_0-rmse:0.04211 [87] validation_0-rmse:0.04211 [88] validation_0-rmse:0.04211 [89] validation_0-rmse:0.04211 [90] validation_0-rmse:0.04211 [91] validation_0-rmse:0.04211 [92] validation_0-rmse:0.04211 [93] validation_0-rmse:0.04211 [94] validation_0-rmse:0.04211 [95] validation_0-rmse:0.04211 [96] validation_0-rmse:0.04211 [97] validation_0-rmse:0.04211 [98] validation_0-rmse:0.04211 [99] validation_0-rmse:0.04211 [100] validation_0-rmse:0.04211 [101] validation_0-rmse:0.04211 [102] validation_0-rmse:0.04211 [103] validation_0-rmse:0.04211 [104] validation_0-rmse:0.04211 [105] validation_0-rmse:0.04211 [106] validation_0-rmse:0.04211 [107] validation_0-rmse:0.04211 [108] validation_0-rmse:0.04211 [109] validation_0-rmse:0.04211 [110] validation_0-rmse:0.04211 [111] validation_0-rmse:0.04211 [112] validation_0-rmse:0.04211 [113] validation_0-rmse:0.04211 [114] validation_0-rmse:0.04211 [115] validation_0-rmse:0.04211 [116] validation_0-rmse:0.04211 [117] validation_0-rmse:0.04211 [118] validation_0-rmse:0.04211 [119] validation_0-rmse:0.04211 [120] validation_0-rmse:0.04211 [121] validation_0-rmse:0.04211 [122] validation_0-rmse:0.04211 [123] validation_0-rmse:0.04211 [124] validation_0-rmse:0.04211 [125] validation_0-rmse:0.04211 [126] validation_0-rmse:0.04211 [127] validation_0-rmse:0.04211 [128] validation_0-rmse:0.04211 [129] validation_0-rmse:0.04211 [130] validation_0-rmse:0.04211 [131] validation_0-rmse:0.04211 [132] validation_0-rmse:0.04211 [133] validation_0-rmse:0.04211 [134] validation_0-rmse:0.04211 [135] validation_0-rmse:0.04211 [136] validation_0-rmse:0.04211 [137] validation_0-rmse:0.04211 [138] validation_0-rmse:0.04211 [139] validation_0-rmse:0.04211 [140] validation_0-rmse:0.04211 [141] validation_0-rmse:0.04211 [142] validation_0-rmse:0.04211 [143] validation_0-rmse:0.04211 [144] validation_0-rmse:0.04211 [145] validation_0-rmse:0.04211 [146] validation_0-rmse:0.04211 [147] validation_0-rmse:0.04211 [148] validation_0-rmse:0.04211 [149] validation_0-rmse:0.04211 [150] validation_0-rmse:0.04211 [151] validation_0-rmse:0.04211 [152] validation_0-rmse:0.04211 [153] validation_0-rmse:0.04211
[I 2024-10-09 17:45:46,273] Trial 0 finished with value: 0.0017732978046233968 and parameters: {'n_estimators': 154, 'max_depth': 10, 'learning_rate': 0.04853027554832445, 'subsample': 0.9554533333176274, 'colsample_bytree': 0.6224874270233627, 'gamma': 2.7263593768007386, 'min_child_weight': 5, 'reg_lambda': 0.07622029903884393, 'reg_alpha': 6.666924714569889}. Best is trial 0 with value: 0.0017732978046233968.
[0] validation_0-rmse:0.04213 [1] validation_0-rmse:0.04197 [2] validation_0-rmse:0.04189 [3] validation_0-rmse:0.04192 [4] validation_0-rmse:0.04193 [5] validation_0-rmse:0.04189 [6] validation_0-rmse:0.04184 [7] validation_0-rmse:0.04173 [8] validation_0-rmse:0.04181 [9] validation_0-rmse:0.04179 [10] validation_0-rmse:0.04193 [11] validation_0-rmse:0.04200 [12] validation_0-rmse:0.04202 [13] validation_0-rmse:0.04205 [14] validation_0-rmse:0.04199 [15] validation_0-rmse:0.04199 [16] validation_0-rmse:0.04200 [17] validation_0-rmse:0.04201 [18] validation_0-rmse:0.04206 [19] validation_0-rmse:0.04204 [20] validation_0-rmse:0.04206 [21] validation_0-rmse:0.04209 [22] validation_0-rmse:0.04198 [23] validation_0-rmse:0.04187 [24] validation_0-rmse:0.04180 [25] validation_0-rmse:0.04180 [26] validation_0-rmse:0.04177 [27] validation_0-rmse:0.04178 [28] validation_0-rmse:0.04184 [29] validation_0-rmse:0.04182 [30] validation_0-rmse:0.04183 [31] validation_0-rmse:0.04190 [32] 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[I 2024-10-09 17:45:53,212] Trial 1 finished with value: 0.0017558089823217738 and parameters: {'n_estimators': 763, 'max_depth': 13, 'learning_rate': 0.05359071732375443, 'subsample': 0.7154506376569223, 'colsample_bytree': 0.5755437148731462, 'gamma': 7.753951026109499, 'min_child_weight': 10, 'reg_lambda': 0.029278282857971783, 'reg_alpha': 0.00522284456360055}. Best is trial 1 with value: 0.0017558089823217738.
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[I 2024-10-09 17:46:02,953] Trial 2 finished with value: 0.0013230330468310312 and parameters: {'n_estimators': 753, 'max_depth': 6, 'learning_rate': 0.031074557365121044, 'subsample': 0.6581767933808662, 'colsample_bytree': 0.6349038598829233, 'gamma': 1.2584713418859017, 'min_child_weight': 7, 'reg_lambda': 0.0021421505459952718, 'reg_alpha': 0.525776977935693}. Best is trial 2 with value: 0.0013230330468310312.
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[I 2024-10-09 17:46:05,828] Trial 3 finished with value: 7.125354755872548e-05 and parameters: {'n_estimators': 259, 'max_depth': 8, 'learning_rate': 0.02881303517178268, 'subsample': 0.5733222480580881, 'colsample_bytree': 0.6513081849455694, 'gamma': 0.02795482096072499, 'min_child_weight': 10, 'reg_lambda': 5.173200931864115, 'reg_alpha': 0.10776449879004997}. Best is trial 3 with value: 7.125354755872548e-05.
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validation_0-rmse:0.04211 [872] validation_0-rmse:0.04211 [873] validation_0-rmse:0.04211 [874] validation_0-rmse:0.04211 [875] validation_0-rmse:0.04211 [876] validation_0-rmse:0.04211 [877] validation_0-rmse:0.04211 [878] validation_0-rmse:0.04211 [879] validation_0-rmse:0.04211 [880] validation_0-rmse:0.04211 [881] validation_0-rmse:0.04211 [882] validation_0-rmse:0.04211 [883] validation_0-rmse:0.04211 [884] validation_0-rmse:0.04211 [885] validation_0-rmse:0.04211 [886] validation_0-rmse:0.04211 [887] validation_0-rmse:0.04211 [888] validation_0-rmse:0.04211 [889] validation_0-rmse:0.04211 [890] validation_0-rmse:0.04211 [891] validation_0-rmse:0.04211 [892] validation_0-rmse:0.04211 [893] validation_0-rmse:0.04211 [894] validation_0-rmse:0.04211 [895] validation_0-rmse:0.04211 [896] validation_0-rmse:0.04211 [897] validation_0-rmse:0.04211 [898] validation_0-rmse:0.04211 [899] validation_0-rmse:0.04211 [900] validation_0-rmse:0.04211 [901] validation_0-rmse:0.04211 [902] validation_0-rmse:0.04211 [903] validation_0-rmse:0.04211 [904] validation_0-rmse:0.04211 [905] validation_0-rmse:0.04211 [906] validation_0-rmse:0.04211 [907] validation_0-rmse:0.04211 [908] validation_0-rmse:0.04211 [909] validation_0-rmse:0.04211 [910] validation_0-rmse:0.04211 [911] validation_0-rmse:0.04211 [912] validation_0-rmse:0.04211 [913] validation_0-rmse:0.04211 [914] validation_0-rmse:0.04211 [915] validation_0-rmse:0.04211 [916] validation_0-rmse:0.04211
[I 2024-10-09 17:46:12,680] Trial 4 finished with value: 0.0017733076430335754 and parameters: {'n_estimators': 917, 'max_depth': 10, 'learning_rate': 0.028966688364827554, 'subsample': 0.5298644101138126, 'colsample_bytree': 0.8855308520290908, 'gamma': 8.57352330320608, 'min_child_weight': 3, 'reg_lambda': 0.018887235461214538, 'reg_alpha': 4.3797610421668605}. Best is trial 3 with value: 7.125354755872548e-05.
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validation_0-rmse:0.04209 [314] validation_0-rmse:0.04209 [315] validation_0-rmse:0.04209 [316] validation_0-rmse:0.04209 [317] validation_0-rmse:0.04209 [318] validation_0-rmse:0.04209 [319] validation_0-rmse:0.04209 [320] validation_0-rmse:0.04209 [321] validation_0-rmse:0.04209
[I 2024-10-09 17:46:15,057] Trial 5 finished with value: 0.0017717694553513361 and parameters: {'n_estimators': 322, 'max_depth': 14, 'learning_rate': 0.052104094742876736, 'subsample': 0.9915723322810175, 'colsample_bytree': 0.9459581456833823, 'gamma': 6.836980368905675, 'min_child_weight': 5, 'reg_lambda': 6.508776891402645, 'reg_alpha': 0.20004116818808484}. Best is trial 3 with value: 7.125354755872548e-05.
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[I 2024-10-09 17:46:26,145] Trial 6 finished with value: 0.0017476600376228942 and parameters: {'n_estimators': 800, 'max_depth': 13, 'learning_rate': 0.0173471538833667, 'subsample': 0.6573319707986651, 'colsample_bytree': 0.973839868748466, 'gamma': 9.870735960980022, 'min_child_weight': 7, 'reg_lambda': 0.0702688345333673, 'reg_alpha': 0.1906540268711564}. Best is trial 3 with value: 7.125354755872548e-05.
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validation_0-rmse:0.04126 [252] validation_0-rmse:0.04141 [253] validation_0-rmse:0.04126 [254] validation_0-rmse:0.04121 [255] validation_0-rmse:0.04186 [256] validation_0-rmse:0.04181 [257] validation_0-rmse:0.04165 [258] validation_0-rmse:0.04195 [259] validation_0-rmse:0.04139 [260] validation_0-rmse:0.04187 [261] validation_0-rmse:0.04168 [262] validation_0-rmse:0.04186 [263] validation_0-rmse:0.04226 [264] validation_0-rmse:0.04213 [265] validation_0-rmse:0.04197 [266] validation_0-rmse:0.04163 [267] validation_0-rmse:0.04102 [268] validation_0-rmse:0.04166 [269] validation_0-rmse:0.04115 [270] validation_0-rmse:0.04138 [271] validation_0-rmse:0.04148 [272] validation_0-rmse:0.04168 [273] validation_0-rmse:0.04194 [274] validation_0-rmse:0.04172 [275] validation_0-rmse:0.04158 [276] validation_0-rmse:0.04196 [277] validation_0-rmse:0.04199 [278] validation_0-rmse:0.04115 [279] validation_0-rmse:0.04164 [280] validation_0-rmse:0.04168 [281] validation_0-rmse:0.04248 [282] validation_0-rmse:0.04165 [283] validation_0-rmse:0.04162 [284] validation_0-rmse:0.04177 [285] validation_0-rmse:0.04155 [286] validation_0-rmse:0.04182 [287] validation_0-rmse:0.04159 [288] validation_0-rmse:0.04190
[I 2024-10-09 17:46:28,717] Trial 7 finished with value: 0.0017559339027844775 and parameters: {'n_estimators': 289, 'max_depth': 14, 'learning_rate': 0.15626142610432292, 'subsample': 0.5552140358569428, 'colsample_bytree': 0.7952093826745297, 'gamma': 3.4259431673657126, 'min_child_weight': 5, 'reg_lambda': 0.002876785370935989, 'reg_alpha': 0.0016848390267537592}. Best is trial 3 with value: 7.125354755872548e-05.
[0] validation_0-rmse:0.04187 [1] validation_0-rmse:0.04216 [2] validation_0-rmse:0.04058 [3] validation_0-rmse:0.04002 [4] validation_0-rmse:0.03951 [5] validation_0-rmse:0.03965 [6] validation_0-rmse:0.03998 [7] validation_0-rmse:0.04016 [8] validation_0-rmse:0.04034 [9] validation_0-rmse:0.04034 [10] validation_0-rmse:0.04043 [11] validation_0-rmse:0.04050 [12] validation_0-rmse:0.03888 [13] validation_0-rmse:0.03891 [14] validation_0-rmse:0.03875 [15] validation_0-rmse:0.03874 [16] validation_0-rmse:0.03887 [17] validation_0-rmse:0.03874 [18] validation_0-rmse:0.03883 [19] validation_0-rmse:0.03870 [20] validation_0-rmse:0.03858 [21] validation_0-rmse:0.03846 [22] validation_0-rmse:0.03830 [23] validation_0-rmse:0.03823 [24] validation_0-rmse:0.03828 [25] validation_0-rmse:0.03824 [26] validation_0-rmse:0.03830 [27] validation_0-rmse:0.03825 [28] validation_0-rmse:0.03832 [29] validation_0-rmse:0.03833 [30] validation_0-rmse:0.03841 [31] validation_0-rmse:0.03859 [32] 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[I 2024-10-09 17:46:36,259] Trial 8 finished with value: 0.00141105172205828 and parameters: {'n_estimators': 962, 'max_depth': 8, 'learning_rate': 0.08249657600293978, 'subsample': 0.5840171292878027, 'colsample_bytree': 0.6462086297624878, 'gamma': 1.3744479256270192, 'min_child_weight': 1, 'reg_lambda': 0.028786430539838873, 'reg_alpha': 0.001129881891739555}. Best is trial 3 with value: 7.125354755872548e-05.
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validation_0-rmse:0.04211 [965] validation_0-rmse:0.04211
[I 2024-10-09 17:46:44,226] Trial 9 finished with value: 0.0017732978046233968 and parameters: {'n_estimators': 966, 'max_depth': 12, 'learning_rate': 0.011071302660062123, 'subsample': 0.9437338487908267, 'colsample_bytree': 0.6961418915220969, 'gamma': 5.5565873379288275, 'min_child_weight': 6, 'reg_lambda': 2.679200278506581, 'reg_alpha': 2.5394062056553026}. Best is trial 3 with value: 7.125354755872548e-05.
Best xgboost MSE for HER-RTE: 7.125354755872548e-05
Model Optimization for Pair: HER-RTE: 67%|██████▋ | 2/3 [01:52<00:56, 56.94s/it][I 2024-10-09 17:46:44,253] A new study created in memory with name: no-name-d5cff9e1-e085-4cfe-9f09-39be033fb4f0
[LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.7018157927031358, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7018157927031358 [LightGBM] [Warning] lambda_l2 is set=0.01444700740236385, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01444700740236385 [LightGBM] [Warning] lambda_l1 is set=0.009582420233401973, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009582420233401973 [LightGBM] [Warning] bagging_fraction is set=0.9850343382289761, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9850343382289761 [LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.7018157927031358, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7018157927031358 [LightGBM] [Warning] lambda_l2 is set=0.01444700740236385, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01444700740236385 [LightGBM] [Warning] lambda_l1 is set=0.009582420233401973, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009582420233401973 [LightGBM] [Warning] bagging_fraction is set=0.9850343382289761, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9850343382289761 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.7018157927031358, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7018157927031358 [LightGBM] [Warning] lambda_l2 is set=0.01444700740236385, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01444700740236385 [LightGBM] [Warning] lambda_l1 is set=0.009582420233401973, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009582420233401973 [LightGBM] [Warning] bagging_fraction is set=0.9850343382289761, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9850343382289761 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:44,780] Trial 0 finished with value: 0.00039632256061212145 and parameters: {'n_estimators': 746, 'max_depth': 13, 'learning_rate': 0.21273697343012354, 'num_leaves': 156, 'feature_fraction': 0.7018157927031358, 'bagging_fraction': 0.9850343382289761, 'lambda_l1': 0.009582420233401973, 'lambda_l2': 0.01444700740236385, 'min_child_samples': 50, 'min_split_gain': 0.08886488186731438, 'min_data_in_leaf': 17}. Best is trial 0 with value: 0.00039632256061212145.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.7018157927031358, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7018157927031358 [LightGBM] [Warning] lambda_l2 is set=0.01444700740236385, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01444700740236385 [LightGBM] [Warning] lambda_l1 is set=0.009582420233401973, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009582420233401973 [LightGBM] [Warning] bagging_fraction is set=0.9850343382289761, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9850343382289761 [LightGBM] [Warning] min_data_in_leaf is set=37, min_child_samples=74 will be ignored. Current value: min_data_in_leaf=37 [LightGBM] [Warning] feature_fraction is set=0.7183849359772266, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7183849359772266 [LightGBM] [Warning] lambda_l2 is set=0.0408026697803752, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0408026697803752 [LightGBM] [Warning] lambda_l1 is set=0.19296831455539432, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.19296831455539432 [LightGBM] [Warning] bagging_fraction is set=0.7814881055791816, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7814881055791816 [LightGBM] [Warning] min_data_in_leaf is set=37, min_child_samples=74 will be ignored. Current value: min_data_in_leaf=37 [LightGBM] [Warning] feature_fraction is set=0.7183849359772266, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7183849359772266 [LightGBM] [Warning] lambda_l2 is set=0.0408026697803752, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0408026697803752 [LightGBM] [Warning] lambda_l1 is set=0.19296831455539432, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.19296831455539432 [LightGBM] [Warning] bagging_fraction is set=0.7814881055791816, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7814881055791816 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=37, min_child_samples=74 will be ignored. Current value: min_data_in_leaf=37 [LightGBM] [Warning] feature_fraction is set=0.7183849359772266, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7183849359772266 [LightGBM] [Warning] lambda_l2 is set=0.0408026697803752, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0408026697803752 [LightGBM] [Warning] lambda_l1 is set=0.19296831455539432, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.19296831455539432 [LightGBM] [Warning] bagging_fraction is set=0.7814881055791816, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7814881055791816 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:45,196] Trial 1 finished with value: 0.0012199485253052832 and parameters: {'n_estimators': 393, 'max_depth': 7, 'learning_rate': 0.02258556857445298, 'num_leaves': 25, 'feature_fraction': 0.7183849359772266, 'bagging_fraction': 0.7814881055791816, 'lambda_l1': 0.19296831455539432, 'lambda_l2': 0.0408026697803752, 'min_child_samples': 74, 'min_split_gain': 0.04259958969590236, 'min_data_in_leaf': 37}. Best is trial 0 with value: 0.00039632256061212145.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=37, min_child_samples=74 will be ignored. Current value: min_data_in_leaf=37 [LightGBM] [Warning] feature_fraction is set=0.7183849359772266, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7183849359772266 [LightGBM] [Warning] lambda_l2 is set=0.0408026697803752, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0408026697803752 [LightGBM] [Warning] lambda_l1 is set=0.19296831455539432, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.19296831455539432 [LightGBM] [Warning] bagging_fraction is set=0.7814881055791816, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7814881055791816 [LightGBM] [Warning] min_data_in_leaf is set=18, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=18 [LightGBM] [Warning] feature_fraction is set=0.5085783238346572, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5085783238346572 [LightGBM] [Warning] lambda_l2 is set=7.377911539721665, reg_lambda=0.0 will be ignored. Current value: lambda_l2=7.377911539721665 [LightGBM] [Warning] lambda_l1 is set=0.9705732063514226, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9705732063514226 [LightGBM] [Warning] bagging_fraction is set=0.8553562236241014, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8553562236241014 [LightGBM] [Warning] min_data_in_leaf is set=18, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=18 [LightGBM] [Warning] feature_fraction is set=0.5085783238346572, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5085783238346572 [LightGBM] [Warning] lambda_l2 is set=7.377911539721665, reg_lambda=0.0 will be ignored. Current value: lambda_l2=7.377911539721665 [LightGBM] [Warning] lambda_l1 is set=0.9705732063514226, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9705732063514226 [LightGBM] [Warning] bagging_fraction is set=0.8553562236241014, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8553562236241014 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=18, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=18 [LightGBM] [Warning] feature_fraction is set=0.5085783238346572, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5085783238346572 [LightGBM] [Warning] lambda_l2 is set=7.377911539721665, reg_lambda=0.0 will be ignored. Current value: lambda_l2=7.377911539721665 [LightGBM] [Warning] lambda_l1 is set=0.9705732063514226, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9705732063514226 [LightGBM] [Warning] bagging_fraction is set=0.8553562236241014, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8553562236241014 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:45,599] Trial 2 finished with value: 8.154281554501326e-05 and parameters: {'n_estimators': 454, 'max_depth': 8, 'learning_rate': 0.1885341689340941, 'num_leaves': 193, 'feature_fraction': 0.5085783238346572, 'bagging_fraction': 0.8553562236241014, 'lambda_l1': 0.9705732063514226, 'lambda_l2': 7.377911539721665, 'min_child_samples': 88, 'min_split_gain': 0.05464708528553986, 'min_data_in_leaf': 18}. Best is trial 2 with value: 8.154281554501326e-05.
[LightGBM] [Warning] min_data_in_leaf is set=18, min_child_samples=88 will be ignored. Current value: min_data_in_leaf=18 [LightGBM] [Warning] feature_fraction is set=0.5085783238346572, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5085783238346572 [LightGBM] [Warning] lambda_l2 is set=7.377911539721665, reg_lambda=0.0 will be ignored. Current value: lambda_l2=7.377911539721665 [LightGBM] [Warning] lambda_l1 is set=0.9705732063514226, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9705732063514226 [LightGBM] [Warning] bagging_fraction is set=0.8553562236241014, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8553562236241014 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.9341847763762241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9341847763762241 [LightGBM] [Warning] lambda_l2 is set=0.6664536914781539, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6664536914781539 [LightGBM] [Warning] lambda_l1 is set=0.0013470227224974384, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013470227224974384 [LightGBM] [Warning] bagging_fraction is set=0.7900592899748242, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7900592899748242 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.9341847763762241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9341847763762241 [LightGBM] [Warning] lambda_l2 is set=0.6664536914781539, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6664536914781539 [LightGBM] [Warning] lambda_l1 is set=0.0013470227224974384, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013470227224974384 [LightGBM] [Warning] bagging_fraction is set=0.7900592899748242, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7900592899748242 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.9341847763762241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9341847763762241 [LightGBM] [Warning] lambda_l2 is set=0.6664536914781539, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6664536914781539 [LightGBM] [Warning] lambda_l1 is set=0.0013470227224974384, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013470227224974384 [LightGBM] [Warning] bagging_fraction is set=0.7900592899748242, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7900592899748242 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:45,832] Trial 3 finished with value: 2.7340913474424312e-05 and parameters: {'n_estimators': 254, 'max_depth': 4, 'learning_rate': 0.06924902157266923, 'num_leaves': 119, 'feature_fraction': 0.9341847763762241, 'bagging_fraction': 0.7900592899748242, 'lambda_l1': 0.0013470227224974384, 'lambda_l2': 0.6664536914781539, 'min_child_samples': 36, 'min_split_gain': 0.012369393215420337, 'min_data_in_leaf': 6}. Best is trial 3 with value: 2.7340913474424312e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.9341847763762241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9341847763762241 [LightGBM] [Warning] lambda_l2 is set=0.6664536914781539, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6664536914781539 [LightGBM] [Warning] lambda_l1 is set=0.0013470227224974384, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013470227224974384 [LightGBM] [Warning] bagging_fraction is set=0.7900592899748242, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7900592899748242 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=79 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.612051483669776, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.612051483669776 [LightGBM] [Warning] lambda_l2 is set=0.0993378752299807, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0993378752299807 [LightGBM] [Warning] lambda_l1 is set=0.01777669986906303, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01777669986906303 [LightGBM] [Warning] bagging_fraction is set=0.5352480928472116, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5352480928472116 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=79 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.612051483669776, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.612051483669776 [LightGBM] [Warning] lambda_l2 is set=0.0993378752299807, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0993378752299807 [LightGBM] [Warning] lambda_l1 is set=0.01777669986906303, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01777669986906303 [LightGBM] [Warning] bagging_fraction is set=0.5352480928472116, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5352480928472116 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=79 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.612051483669776, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.612051483669776 [LightGBM] [Warning] lambda_l2 is set=0.0993378752299807, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0993378752299807 [LightGBM] [Warning] lambda_l1 is set=0.01777669986906303, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01777669986906303 [LightGBM] [Warning] bagging_fraction is set=0.5352480928472116, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5352480928472116 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:46,885] Trial 4 finished with value: 0.00023294636909549656 and parameters: {'n_estimators': 782, 'max_depth': 8, 'learning_rate': 0.010059768615394106, 'num_leaves': 34, 'feature_fraction': 0.612051483669776, 'bagging_fraction': 0.5352480928472116, 'lambda_l1': 0.01777669986906303, 'lambda_l2': 0.0993378752299807, 'min_child_samples': 79, 'min_split_gain': 0.08465055872138043, 'min_data_in_leaf': 14}. Best is trial 3 with value: 2.7340913474424312e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=79 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.612051483669776, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.612051483669776 [LightGBM] [Warning] lambda_l2 is set=0.0993378752299807, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0993378752299807 [LightGBM] [Warning] lambda_l1 is set=0.01777669986906303, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01777669986906303 [LightGBM] [Warning] bagging_fraction is set=0.5352480928472116, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5352480928472116 [LightGBM] [Warning] min_data_in_leaf is set=9, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=9 [LightGBM] [Warning] feature_fraction is set=0.7570232427660095, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7570232427660095 [LightGBM] [Warning] lambda_l2 is set=9.256172603601648, reg_lambda=0.0 will be ignored. Current value: lambda_l2=9.256172603601648 [LightGBM] [Warning] lambda_l1 is set=0.006727021732303983, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.006727021732303983 [LightGBM] [Warning] bagging_fraction is set=0.5715344546532655, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5715344546532655 [LightGBM] [Warning] min_data_in_leaf is set=9, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=9 [LightGBM] [Warning] feature_fraction is set=0.7570232427660095, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7570232427660095 [LightGBM] [Warning] lambda_l2 is set=9.256172603601648, reg_lambda=0.0 will be ignored. Current value: lambda_l2=9.256172603601648 [LightGBM] [Warning] lambda_l1 is set=0.006727021732303983, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.006727021732303983 [LightGBM] [Warning] bagging_fraction is set=0.5715344546532655, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5715344546532655 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=9, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=9 [LightGBM] [Warning] feature_fraction is set=0.7570232427660095, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7570232427660095 [LightGBM] [Warning] lambda_l2 is set=9.256172603601648, reg_lambda=0.0 will be ignored. Current value: lambda_l2=9.256172603601648 [LightGBM] [Warning] lambda_l1 is set=0.006727021732303983, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.006727021732303983 [LightGBM] [Warning] bagging_fraction is set=0.5715344546532655, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5715344546532655 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:47,534] Trial 5 finished with value: 0.0001486656717627538 and parameters: {'n_estimators': 873, 'max_depth': 9, 'learning_rate': 0.1461938025144327, 'num_leaves': 27, 'feature_fraction': 0.7570232427660095, 'bagging_fraction': 0.5715344546532655, 'lambda_l1': 0.006727021732303983, 'lambda_l2': 9.256172603601648, 'min_child_samples': 36, 'min_split_gain': 0.024155988539073647, 'min_data_in_leaf': 9}. Best is trial 3 with value: 2.7340913474424312e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=9, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=9 [LightGBM] [Warning] feature_fraction is set=0.7570232427660095, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7570232427660095 [LightGBM] [Warning] lambda_l2 is set=9.256172603601648, reg_lambda=0.0 will be ignored. Current value: lambda_l2=9.256172603601648 [LightGBM] [Warning] lambda_l1 is set=0.006727021732303983, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.006727021732303983 [LightGBM] [Warning] bagging_fraction is set=0.5715344546532655, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5715344546532655 [LightGBM] [Warning] min_data_in_leaf is set=27, min_child_samples=78 will be ignored. Current value: min_data_in_leaf=27 [LightGBM] [Warning] feature_fraction is set=0.7286854960616822, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7286854960616822 [LightGBM] [Warning] lambda_l2 is set=0.17816746983200685, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.17816746983200685 [LightGBM] [Warning] lambda_l1 is set=0.6268272313912697, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6268272313912697 [LightGBM] [Warning] bagging_fraction is set=0.627112196066454, subsample=1.0 will be ignored. Current value: bagging_fraction=0.627112196066454 [LightGBM] [Warning] min_data_in_leaf is set=27, min_child_samples=78 will be ignored. Current value: min_data_in_leaf=27 [LightGBM] [Warning] feature_fraction is set=0.7286854960616822, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7286854960616822 [LightGBM] [Warning] lambda_l2 is set=0.17816746983200685, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.17816746983200685 [LightGBM] [Warning] lambda_l1 is set=0.6268272313912697, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6268272313912697 [LightGBM] [Warning] bagging_fraction is set=0.627112196066454, subsample=1.0 will be ignored. Current value: bagging_fraction=0.627112196066454 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=27, min_child_samples=78 will be ignored. Current value: min_data_in_leaf=27 [LightGBM] [Warning] feature_fraction is set=0.7286854960616822, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7286854960616822 [LightGBM] [Warning] lambda_l2 is set=0.17816746983200685, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.17816746983200685 [LightGBM] [Warning] lambda_l1 is set=0.6268272313912697, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6268272313912697 [LightGBM] [Warning] bagging_fraction is set=0.627112196066454, subsample=1.0 will be ignored. Current value: bagging_fraction=0.627112196066454 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:48,100] Trial 6 finished with value: 0.00014822422490706907 and parameters: {'n_estimators': 884, 'max_depth': 6, 'learning_rate': 0.1436430625319291, 'num_leaves': 21, 'feature_fraction': 0.7286854960616822, 'bagging_fraction': 0.627112196066454, 'lambda_l1': 0.6268272313912697, 'lambda_l2': 0.17816746983200685, 'min_child_samples': 78, 'min_split_gain': 0.08263328905364978, 'min_data_in_leaf': 27}. Best is trial 3 with value: 2.7340913474424312e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=27, min_child_samples=78 will be ignored. Current value: min_data_in_leaf=27 [LightGBM] [Warning] feature_fraction is set=0.7286854960616822, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7286854960616822 [LightGBM] [Warning] lambda_l2 is set=0.17816746983200685, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.17816746983200685 [LightGBM] [Warning] lambda_l1 is set=0.6268272313912697, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.6268272313912697 [LightGBM] [Warning] bagging_fraction is set=0.627112196066454, subsample=1.0 will be ignored. Current value: bagging_fraction=0.627112196066454 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9561835331316118, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9561835331316118 [LightGBM] [Warning] lambda_l2 is set=0.3692934647265609, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.3692934647265609 [LightGBM] [Warning] lambda_l1 is set=2.7542575615466585, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.7542575615466585 [LightGBM] [Warning] bagging_fraction is set=0.6976719535614295, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6976719535614295 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9561835331316118, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9561835331316118 [LightGBM] [Warning] lambda_l2 is set=0.3692934647265609, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.3692934647265609 [LightGBM] [Warning] lambda_l1 is set=2.7542575615466585, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.7542575615466585 [LightGBM] [Warning] bagging_fraction is set=0.6976719535614295, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6976719535614295 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9561835331316118, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9561835331316118 [LightGBM] [Warning] lambda_l2 is set=0.3692934647265609, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.3692934647265609 [LightGBM] [Warning] lambda_l1 is set=2.7542575615466585, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.7542575615466585 [LightGBM] [Warning] bagging_fraction is set=0.6976719535614295, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6976719535614295 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:48,644] Trial 7 finished with value: 0.00010240266970011932 and parameters: {'n_estimators': 522, 'max_depth': 14, 'learning_rate': 0.014822004778930361, 'num_leaves': 64, 'feature_fraction': 0.9561835331316118, 'bagging_fraction': 0.6976719535614295, 'lambda_l1': 2.7542575615466585, 'lambda_l2': 0.3692934647265609, 'min_child_samples': 37, 'min_split_gain': 0.07105186507720807, 'min_data_in_leaf': 11}. Best is trial 3 with value: 2.7340913474424312e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9561835331316118, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9561835331316118 [LightGBM] [Warning] lambda_l2 is set=0.3692934647265609, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.3692934647265609 [LightGBM] [Warning] lambda_l1 is set=2.7542575615466585, reg_alpha=0.0 will be ignored. Current value: lambda_l1=2.7542575615466585 [LightGBM] [Warning] bagging_fraction is set=0.6976719535614295, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6976719535614295 [LightGBM] [Warning] min_data_in_leaf is set=33, min_child_samples=61 will be ignored. Current value: min_data_in_leaf=33 [LightGBM] [Warning] feature_fraction is set=0.5077289419042156, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5077289419042156 [LightGBM] [Warning] lambda_l2 is set=0.007246130805288298, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007246130805288298 [LightGBM] [Warning] lambda_l1 is set=0.011553538076064728, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011553538076064728 [LightGBM] [Warning] bagging_fraction is set=0.75628927421025, subsample=1.0 will be ignored. Current value: bagging_fraction=0.75628927421025 [LightGBM] [Warning] min_data_in_leaf is set=33, min_child_samples=61 will be ignored. Current value: min_data_in_leaf=33 [LightGBM] [Warning] feature_fraction is set=0.5077289419042156, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5077289419042156 [LightGBM] [Warning] lambda_l2 is set=0.007246130805288298, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007246130805288298 [LightGBM] [Warning] lambda_l1 is set=0.011553538076064728, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011553538076064728 [LightGBM] [Warning] bagging_fraction is set=0.75628927421025, subsample=1.0 will be ignored. Current value: bagging_fraction=0.75628927421025 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=33, min_child_samples=61 will be ignored. Current value: min_data_in_leaf=33 [LightGBM] [Warning] feature_fraction is set=0.5077289419042156, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5077289419042156 [LightGBM] [Warning] lambda_l2 is set=0.007246130805288298, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007246130805288298 [LightGBM] [Warning] lambda_l1 is set=0.011553538076064728, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011553538076064728 [LightGBM] [Warning] bagging_fraction is set=0.75628927421025, subsample=1.0 will be ignored. Current value: bagging_fraction=0.75628927421025 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:48,926] Trial 8 finished with value: 0.0018306613170155778 and parameters: {'n_estimators': 315, 'max_depth': 6, 'learning_rate': 0.14999643116146724, 'num_leaves': 191, 'feature_fraction': 0.5077289419042156, 'bagging_fraction': 0.75628927421025, 'lambda_l1': 0.011553538076064728, 'lambda_l2': 0.007246130805288298, 'min_child_samples': 61, 'min_split_gain': 0.09653882038617632, 'min_data_in_leaf': 33}. Best is trial 3 with value: 2.7340913474424312e-05.
[LightGBM] [Warning] min_data_in_leaf is set=33, min_child_samples=61 will be ignored. Current value: min_data_in_leaf=33 [LightGBM] [Warning] feature_fraction is set=0.5077289419042156, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5077289419042156 [LightGBM] [Warning] lambda_l2 is set=0.007246130805288298, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007246130805288298 [LightGBM] [Warning] lambda_l1 is set=0.011553538076064728, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011553538076064728 [LightGBM] [Warning] bagging_fraction is set=0.75628927421025, subsample=1.0 will be ignored. Current value: bagging_fraction=0.75628927421025 [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=42 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.5675079379657786, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5675079379657786 [LightGBM] [Warning] lambda_l2 is set=3.6762242756744055, reg_lambda=0.0 will be ignored. Current value: lambda_l2=3.6762242756744055 [LightGBM] [Warning] lambda_l1 is set=0.257789331907969, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.257789331907969 [LightGBM] [Warning] bagging_fraction is set=0.8796273868097563, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8796273868097563 [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=42 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.5675079379657786, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5675079379657786 [LightGBM] [Warning] lambda_l2 is set=3.6762242756744055, reg_lambda=0.0 will be ignored. Current value: lambda_l2=3.6762242756744055 [LightGBM] [Warning] lambda_l1 is set=0.257789331907969, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.257789331907969 [LightGBM] [Warning] bagging_fraction is set=0.8796273868097563, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8796273868097563 [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=42 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.5675079379657786, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5675079379657786 [LightGBM] [Warning] lambda_l2 is set=3.6762242756744055, reg_lambda=0.0 will be ignored. Current value: lambda_l2=3.6762242756744055 [LightGBM] [Warning] lambda_l1 is set=0.257789331907969, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.257789331907969 [LightGBM] [Warning] bagging_fraction is set=0.8796273868097563, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8796273868097563 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:46:49,374] Trial 9 finished with value: 9.614888861736844e-05 and parameters: {'n_estimators': 753, 'max_depth': 3, 'learning_rate': 0.2681888143346369, 'num_leaves': 124, 'feature_fraction': 0.5675079379657786, 'bagging_fraction': 0.8796273868097563, 'lambda_l1': 0.257789331907969, 'lambda_l2': 3.6762242756744055, 'min_child_samples': 42, 'min_split_gain': 0.0670524540933331, 'min_data_in_leaf': 7}. Best is trial 3 with value: 2.7340913474424312e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=42 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.5675079379657786, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5675079379657786 [LightGBM] [Warning] lambda_l2 is set=3.6762242756744055, reg_lambda=0.0 will be ignored. Current value: lambda_l2=3.6762242756744055 [LightGBM] [Warning] lambda_l1 is set=0.257789331907969, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.257789331907969 [LightGBM] [Warning] bagging_fraction is set=0.8796273868097563, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8796273868097563
Model Optimization for Pair: HER-RTE: 100%|██████████| 3/3 [01:57<00:00, 33.29s/it]
Best lightgbm MSE for HER-RTE: 2.7340913474424312e-05 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.9341847763762241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9341847763762241 [LightGBM] [Warning] lambda_l2 is set=0.6664536914781539, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6664536914781539 [LightGBM] [Warning] lambda_l1 is set=0.0013470227224974384, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013470227224974384 [LightGBM] [Warning] bagging_fraction is set=0.7900592899748242, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7900592899748242 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.9341847763762241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9341847763762241 [LightGBM] [Warning] lambda_l2 is set=0.6664536914781539, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6664536914781539 [LightGBM] [Warning] lambda_l1 is set=0.0013470227224974384, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013470227224974384 [LightGBM] [Warning] bagging_fraction is set=0.7900592899748242, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7900592899748242 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000365 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3284 [LightGBM] [Info] Number of data points in the train set: 1068, number of used features: 13 [LightGBM] [Info] Start training from score -0.347193 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements 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training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
Pair Progress: 40%|████ | 2/5 [03:18<05:13, 104.64s/it]
[LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=36 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.9341847763762241, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9341847763762241 [LightGBM] [Warning] lambda_l2 is set=0.6664536914781539, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6664536914781539 [LightGBM] [Warning] lambda_l1 is set=0.0013470227224974384, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013470227224974384 [LightGBM] [Warning] bagging_fraction is set=0.7900592899748242, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7900592899748242 Running for pair: KNT-MIOTA
Model Optimization for Pair: KNT-MIOTA: 0%| | 0/3 [00:00<?, ?it/s][I 2024-10-09 17:47:02,074] A new study created in memory with name: no-name-85c0839a-9bb4-4dde-954b-386231fc9264
[I 2024-10-09 17:47:04,215] Trial 0 finished with value: 0.0004946333413869112 and parameters: {'iterations': 994, 'depth': 5, 'learning_rate': 0.05869059262922693, 'l2_leaf_reg': 9.032078634849755, 'random_strength': 6.332423803219686, 'bagging_temperature': 0.5828925851586284, 'border_count': 81}. Best is trial 0 with value: 0.0004946333413869112.
[I 2024-10-09 17:47:12,958] Trial 1 finished with value: 0.0019855447719232438 and parameters: {'iterations': 445, 'depth': 9, 'learning_rate': 0.03193127281856819, 'l2_leaf_reg': 9.571767076957888, 'random_strength': 9.891608743071783, 'bagging_temperature': 0.35317639459520056, 'border_count': 121}. Best is trial 0 with value: 0.0004946333413869112.
[I 2024-10-09 17:47:28,405] Trial 2 finished with value: 0.0004887722904611477 and parameters: {'iterations': 363, 'depth': 10, 'learning_rate': 0.11200116349300479, 'l2_leaf_reg': 9.07117007847215, 'random_strength': 8.90454965675204, 'bagging_temperature': 0.392272633730807, 'border_count': 166}. Best is trial 2 with value: 0.0004887722904611477.
[I 2024-10-09 17:47:29,857] Trial 3 finished with value: 0.0005123708250665534 and parameters: {'iterations': 135, 'depth': 10, 'learning_rate': 0.09907278062283156, 'l2_leaf_reg': 9.531306376677886, 'random_strength': 2.7269423613871213, 'bagging_temperature': 0.763070377356356, 'border_count': 37}. Best is trial 2 with value: 0.0004887722904611477.
[I 2024-10-09 17:47:39,304] Trial 4 finished with value: 0.0012558136856764528 and parameters: {'iterations': 248, 'depth': 9, 'learning_rate': 0.010677272822332856, 'l2_leaf_reg': 5.476124734322508, 'random_strength': 6.255337426346204, 'bagging_temperature': 0.33733627888535545, 'border_count': 233}. Best is trial 2 with value: 0.0004887722904611477.
[I 2024-10-09 17:47:41,549] Trial 5 finished with value: 0.0012839021098599013 and parameters: {'iterations': 692, 'depth': 5, 'learning_rate': 0.1476292008073848, 'l2_leaf_reg': 7.171936470311549, 'random_strength': 9.957802015720485, 'bagging_temperature': 0.18291448589663628, 'border_count': 103}. Best is trial 2 with value: 0.0004887722904611477.
[I 2024-10-09 17:47:49,258] Trial 6 finished with value: 0.00037781547714927705 and parameters: {'iterations': 538, 'depth': 9, 'learning_rate': 0.06397588749937946, 'l2_leaf_reg': 1.568938140936564, 'random_strength': 6.071406167748792, 'bagging_temperature': 0.13095542812680316, 'border_count': 84}. Best is trial 6 with value: 0.00037781547714927705.
[I 2024-10-09 17:47:51,164] Trial 7 finished with value: 0.00011095149148630343 and parameters: {'iterations': 492, 'depth': 5, 'learning_rate': 0.1956857250314533, 'l2_leaf_reg': 9.357232410150782, 'random_strength': 0.6629941057006513, 'bagging_temperature': 0.22176244128825118, 'border_count': 136}. Best is trial 7 with value: 0.00011095149148630343.
[I 2024-10-09 17:48:19,498] Trial 8 finished with value: 0.000980177055293241 and parameters: {'iterations': 819, 'depth': 9, 'learning_rate': 0.09419052899024494, 'l2_leaf_reg': 8.811254975522322, 'random_strength': 2.478748818894596, 'bagging_temperature': 0.4191873703559569, 'border_count': 203}. Best is trial 7 with value: 0.00011095149148630343.
[I 2024-10-09 17:48:27,025] Trial 9 finished with value: 0.00060477746003389 and parameters: {'iterations': 891, 'depth': 7, 'learning_rate': 0.05863022480824885, 'l2_leaf_reg': 5.87621978985316, 'random_strength': 4.89037079144133, 'bagging_temperature': 0.010093264815405179, 'border_count': 119}. Best is trial 7 with value: 0.00011095149148630343.
Model Optimization for Pair: KNT-MIOTA: 33%|███▎ | 1/3 [01:24<02:49, 84.96s/it][I 2024-10-09 17:48:27,048] A new study created in memory with name: no-name-7dfab7bc-39fc-44ae-b1d8-f523cd166b8d
Best catboost MSE for KNT-MIOTA: 0.00011095149148630343 [0] validation_0-rmse:0.10615 [1] validation_0-rmse:0.10501 [2] validation_0-rmse:0.10389 [3] validation_0-rmse:0.10278 [4] validation_0-rmse:0.10169 [5] validation_0-rmse:0.10063 [6] validation_0-rmse:0.09956 [7] validation_0-rmse:0.09854 [8] validation_0-rmse:0.09751 [9] validation_0-rmse:0.09649 [10] validation_0-rmse:0.09547 [11] validation_0-rmse:0.09448 [12] validation_0-rmse:0.09350 [13] validation_0-rmse:0.09253 [14] validation_0-rmse:0.09156 [15] validation_0-rmse:0.09060 [16] validation_0-rmse:0.08965 [17] validation_0-rmse:0.08873 [18] validation_0-rmse:0.08782 [19] validation_0-rmse:0.08691 [20] validation_0-rmse:0.08598 [21] validation_0-rmse:0.08509 [22] validation_0-rmse:0.08421 [23] validation_0-rmse:0.08334 [24] validation_0-rmse:0.08247 [25] validation_0-rmse:0.08165 [26] validation_0-rmse:0.08078 [27] validation_0-rmse:0.07989 [28] validation_0-rmse:0.07907 [29] validation_0-rmse:0.07825 [30] validation_0-rmse:0.07746 [31] validation_0-rmse:0.07668 [32] validation_0-rmse:0.07594 [33] validation_0-rmse:0.07515 [34] validation_0-rmse:0.07439 [35] validation_0-rmse:0.07363 [36] validation_0-rmse:0.07289 [37] validation_0-rmse:0.07217 [38] validation_0-rmse:0.07140 [39] validation_0-rmse:0.07071 [40] validation_0-rmse:0.07001 [41] validation_0-rmse:0.06932 [42] validation_0-rmse:0.06864 [43] validation_0-rmse:0.06790 [44] validation_0-rmse:0.06736 [45] validation_0-rmse:0.06681 [46] validation_0-rmse:0.06613 [47] validation_0-rmse:0.06552 [48] validation_0-rmse:0.06489 [49] validation_0-rmse:0.06435 [50] validation_0-rmse:0.06374 [51] validation_0-rmse:0.06325 [52] validation_0-rmse:0.06263 [53] validation_0-rmse:0.06204 [54] validation_0-rmse:0.06144 [55] validation_0-rmse:0.06092 [56] validation_0-rmse:0.06037 [57] validation_0-rmse:0.05972 [58] validation_0-rmse:0.05922 [59] validation_0-rmse:0.05865 [60] validation_0-rmse:0.05810 [61] validation_0-rmse:0.05755 [62] validation_0-rmse:0.05703 [63] validation_0-rmse:0.05654 [64] validation_0-rmse:0.05614 [65] validation_0-rmse:0.05562 [66] validation_0-rmse:0.05514 [67] validation_0-rmse:0.05467 [68] validation_0-rmse:0.05428 [69] validation_0-rmse:0.05382 [70] validation_0-rmse:0.05338 [71] validation_0-rmse:0.05291 [72] validation_0-rmse:0.05251 [73] validation_0-rmse:0.05200 [74] validation_0-rmse:0.05156 [75] validation_0-rmse:0.05123 [76] validation_0-rmse:0.05081 [77] validation_0-rmse:0.05039 [78] validation_0-rmse:0.04999 [79] validation_0-rmse:0.04958 [80] validation_0-rmse:0.04926 [81] validation_0-rmse:0.04887 [82] validation_0-rmse:0.04858 [83] validation_0-rmse:0.04818 [84] validation_0-rmse:0.04772 [85] validation_0-rmse:0.04735 [86] validation_0-rmse:0.04690 [87] validation_0-rmse:0.04645 [88] validation_0-rmse:0.04601 [89] validation_0-rmse:0.04559 [90] validation_0-rmse:0.04517 [91] validation_0-rmse:0.04484 [92] validation_0-rmse:0.04444 [93] validation_0-rmse:0.04403 [94] validation_0-rmse:0.04380 [95] validation_0-rmse:0.04357 [96] validation_0-rmse:0.04325 [97] validation_0-rmse:0.04297 [98] validation_0-rmse:0.04278 [99] validation_0-rmse:0.04260 [100] validation_0-rmse:0.04230 [101] validation_0-rmse:0.04199 [102] validation_0-rmse:0.04181 [103] validation_0-rmse:0.04153 [104] validation_0-rmse:0.04124 [105] validation_0-rmse:0.04107 [106] validation_0-rmse:0.04091
[I 2024-10-09 17:48:28,023] Trial 0 finished with value: 0.0016734582192961245 and parameters: {'n_estimators': 107, 'max_depth': 5, 'learning_rate': 0.010738045035275178, 'subsample': 0.7716377404380945, 'colsample_bytree': 0.9451389114862689, 'gamma': 3.3650554588375514, 'min_child_weight': 3, 'reg_lambda': 0.48270063445929107, 'reg_alpha': 0.004408943785193179}. Best is trial 0 with value: 0.0016734582192961245.
[0] validation_0-rmse:0.10145 [1] validation_0-rmse:0.09596 [2] validation_0-rmse:0.08965 [3] validation_0-rmse:0.08421 [4] validation_0-rmse:0.07934 [5] validation_0-rmse:0.07463 [6] validation_0-rmse:0.07129 [7] validation_0-rmse:0.06892 [8] validation_0-rmse:0.06484 [9] validation_0-rmse:0.06113 [10] validation_0-rmse:0.05913 [11] validation_0-rmse:0.05584 [12] validation_0-rmse:0.05411 [13] validation_0-rmse:0.05279 [14] validation_0-rmse:0.04998 [15] validation_0-rmse:0.04831 [16] validation_0-rmse:0.04731 [17] validation_0-rmse:0.04616 [18] validation_0-rmse:0.04398 [19] validation_0-rmse:0.04191 [20] validation_0-rmse:0.04179 [21] validation_0-rmse:0.04085 [22] validation_0-rmse:0.04070 [23] validation_0-rmse:0.04065 [24] validation_0-rmse:0.04044 [25] validation_0-rmse:0.04047 [26] validation_0-rmse:0.04047 [27] validation_0-rmse:0.04048 [28] validation_0-rmse:0.04040 [29] validation_0-rmse:0.04063 [30] validation_0-rmse:0.04049 [31] validation_0-rmse:0.04047 [32] validation_0-rmse:0.04028 [33] validation_0-rmse:0.04044 [34] validation_0-rmse:0.03961 [35] validation_0-rmse:0.03964 [36] validation_0-rmse:0.03971 [37] validation_0-rmse:0.03987 [38] validation_0-rmse:0.03987 [39] validation_0-rmse:0.03969 [40] validation_0-rmse:0.03972 [41] validation_0-rmse:0.03991 [42] validation_0-rmse:0.03990 [43] validation_0-rmse:0.04010 [44] validation_0-rmse:0.04017 [45] validation_0-rmse:0.04016 [46] validation_0-rmse:0.04017 [47] validation_0-rmse:0.03998 [48] validation_0-rmse:0.03994 [49] validation_0-rmse:0.03995 [50] validation_0-rmse:0.03998 [51] validation_0-rmse:0.03998 [52] validation_0-rmse:0.03999 [53] validation_0-rmse:0.03993 [54] validation_0-rmse:0.03980 [55] validation_0-rmse:0.03997 [56] validation_0-rmse:0.03973 [57] validation_0-rmse:0.03988 [58] validation_0-rmse:0.03989 [59] validation_0-rmse:0.03816 [60] validation_0-rmse:0.03804 [61] validation_0-rmse:0.03817 [62] validation_0-rmse:0.03816 [63] validation_0-rmse:0.03803 [64] validation_0-rmse:0.03822 [65] validation_0-rmse:0.03837 [66] validation_0-rmse:0.03824 [67] validation_0-rmse:0.03813 [68] validation_0-rmse:0.03827 [69] validation_0-rmse:0.03844 [70] validation_0-rmse:0.03844 [71] validation_0-rmse:0.03843 [72] validation_0-rmse:0.03850 [73] validation_0-rmse:0.03863 [74] validation_0-rmse:0.03864 [75] validation_0-rmse:0.03858 [76] validation_0-rmse:0.03873 [77] validation_0-rmse:0.03875 [78] validation_0-rmse:0.03880 [79] validation_0-rmse:0.03881 [80] validation_0-rmse:0.03879 [81] validation_0-rmse:0.03852 [82] validation_0-rmse:0.03848 [83] validation_0-rmse:0.03838 [84] validation_0-rmse:0.03848 [85] validation_0-rmse:0.03852 [86] validation_0-rmse:0.03847 [87] validation_0-rmse:0.03847 [88] validation_0-rmse:0.03846 [89] validation_0-rmse:0.03841 [90] validation_0-rmse:0.03845 [91] validation_0-rmse:0.03861 [92] validation_0-rmse:0.03878 [93] validation_0-rmse:0.03867 [94] validation_0-rmse:0.03866 [95] validation_0-rmse:0.03887 [96] validation_0-rmse:0.03878 [97] validation_0-rmse:0.03886 [98] validation_0-rmse:0.03888 [99] validation_0-rmse:0.03884 [100] validation_0-rmse:0.03887 [101] validation_0-rmse:0.03885 [102] validation_0-rmse:0.03871 [103] validation_0-rmse:0.03858 [104] validation_0-rmse:0.03862 [105] validation_0-rmse:0.03862 [106] validation_0-rmse:0.03853 [107] validation_0-rmse:0.03823 [108] validation_0-rmse:0.03833 [109] validation_0-rmse:0.03867 [110] validation_0-rmse:0.03853 [111] validation_0-rmse:0.03857 [112] validation_0-rmse:0.03835 [113] validation_0-rmse:0.03851 [114] validation_0-rmse:0.03850 [115] validation_0-rmse:0.03852 [116] validation_0-rmse:0.03833 [117] validation_0-rmse:0.03839 [118] validation_0-rmse:0.03818 [119] validation_0-rmse:0.03845 [120] validation_0-rmse:0.03838 [121] validation_0-rmse:0.03835 [122] validation_0-rmse:0.03866 [123] validation_0-rmse:0.03858 [124] validation_0-rmse:0.03846 [125] validation_0-rmse:0.03856 [126] validation_0-rmse:0.03863 [127] validation_0-rmse:0.03857 [128] validation_0-rmse:0.03868 [129] validation_0-rmse:0.03876 [130] validation_0-rmse:0.03895 [131] validation_0-rmse:0.03908 [132] validation_0-rmse:0.03915 [133] validation_0-rmse:0.03898 [134] validation_0-rmse:0.03888 [135] validation_0-rmse:0.03887 [136] validation_0-rmse:0.03886 [137] validation_0-rmse:0.03879 [138] validation_0-rmse:0.03859 [139] validation_0-rmse:0.03857 [140] validation_0-rmse:0.03856 [141] validation_0-rmse:0.03845 [142] validation_0-rmse:0.03838 [143] validation_0-rmse:0.03858 [144] validation_0-rmse:0.03858 [145] validation_0-rmse:0.03885 [146] validation_0-rmse:0.03887 [147] validation_0-rmse:0.03905 [148] validation_0-rmse:0.03894 [149] validation_0-rmse:0.03911 [150] validation_0-rmse:0.03901 [151] validation_0-rmse:0.03891 [152] validation_0-rmse:0.03874 [153] validation_0-rmse:0.03899 [154] validation_0-rmse:0.03898 [155] validation_0-rmse:0.03914 [156] validation_0-rmse:0.03913 [157] validation_0-rmse:0.03914 [158] validation_0-rmse:0.03940 [159] validation_0-rmse:0.03911 [160] validation_0-rmse:0.03903 [161] validation_0-rmse:0.03895 [162] validation_0-rmse:0.03900 [163] validation_0-rmse:0.03895 [164] validation_0-rmse:0.03879 [165] validation_0-rmse:0.03891 [166] validation_0-rmse:0.03870 [167] validation_0-rmse:0.03886 [168] validation_0-rmse:0.03886 [169] validation_0-rmse:0.03870 [170] validation_0-rmse:0.03888 [171] validation_0-rmse:0.03898 [172] validation_0-rmse:0.03897 [173] validation_0-rmse:0.03887 [174] validation_0-rmse:0.03870 [175] validation_0-rmse:0.03869 [176] validation_0-rmse:0.03855 [177] validation_0-rmse:0.03862 [178] validation_0-rmse:0.03824 [179] validation_0-rmse:0.03839 [180] validation_0-rmse:0.03841 [181] validation_0-rmse:0.03822 [182] validation_0-rmse:0.03812 [183] validation_0-rmse:0.03828 [184] validation_0-rmse:0.03845 [185] validation_0-rmse:0.03836 [186] validation_0-rmse:0.03813 [187] validation_0-rmse:0.03839 [188] validation_0-rmse:0.03831 [189] validation_0-rmse:0.03845 [190] validation_0-rmse:0.03845 [191] validation_0-rmse:0.03836 [192] validation_0-rmse:0.03839 [193] validation_0-rmse:0.03826 [194] validation_0-rmse:0.03841 [195] validation_0-rmse:0.03838 [196] validation_0-rmse:0.03843 [197] validation_0-rmse:0.03851 [198] validation_0-rmse:0.03846 [199] validation_0-rmse:0.03849 [200] validation_0-rmse:0.03861 [201] validation_0-rmse:0.03869 [202] validation_0-rmse:0.03846 [203] validation_0-rmse:0.03864 [204] validation_0-rmse:0.03860 [205] validation_0-rmse:0.03868 [206] validation_0-rmse:0.03868 [207] validation_0-rmse:0.03888 [208] validation_0-rmse:0.03860 [209] validation_0-rmse:0.03869 [210] validation_0-rmse:0.03873 [211] validation_0-rmse:0.03864 [212] validation_0-rmse:0.03871 [213] validation_0-rmse:0.03854 [214] validation_0-rmse:0.03864 [215] validation_0-rmse:0.03860 [216] validation_0-rmse:0.03849 [217] validation_0-rmse:0.03837 [218] validation_0-rmse:0.03812 [219] validation_0-rmse:0.03814 [220] validation_0-rmse:0.03826 [221] validation_0-rmse:0.03838 [222] validation_0-rmse:0.03825 [223] validation_0-rmse:0.03847 [224] validation_0-rmse:0.03865 [225] validation_0-rmse:0.03875 [226] validation_0-rmse:0.03885 [227] validation_0-rmse:0.03885 [228] validation_0-rmse:0.03903 [229] validation_0-rmse:0.03897 [230] validation_0-rmse:0.03913 [231] validation_0-rmse:0.03911 [232] validation_0-rmse:0.03915 [233] validation_0-rmse:0.03933 [234] validation_0-rmse:0.03934 [235] validation_0-rmse:0.03941 [236] validation_0-rmse:0.03935 [237] validation_0-rmse:0.03915 [238] validation_0-rmse:0.03912 [239] validation_0-rmse:0.03902 [240] validation_0-rmse:0.03906 [241] validation_0-rmse:0.03919 [242] validation_0-rmse:0.03919 [243] validation_0-rmse:0.03911 [244] validation_0-rmse:0.03916 [245] validation_0-rmse:0.03902 [246] validation_0-rmse:0.03879 [247] validation_0-rmse:0.03874 [248] validation_0-rmse:0.03879 [249] validation_0-rmse:0.03893
[I 2024-10-09 17:48:29,608] Trial 1 finished with value: 0.0015154876500051639 and parameters: {'n_estimators': 250, 'max_depth': 6, 'learning_rate': 0.06704912698936948, 'subsample': 0.63379601658523, 'colsample_bytree': 0.5685841757859942, 'gamma': 8.176264178092437, 'min_child_weight': 1, 'reg_lambda': 0.3211744895803348, 'reg_alpha': 0.014237612614435935}. Best is trial 1 with value: 0.0015154876500051639.
[0] validation_0-rmse:0.10589 [1] validation_0-rmse:0.10451 [2] validation_0-rmse:0.10316 [3] validation_0-rmse:0.10182 [4] validation_0-rmse:0.10050 [5] validation_0-rmse:0.09921 [6] validation_0-rmse:0.09795 [7] validation_0-rmse:0.09670 [8] validation_0-rmse:0.09544 [9] validation_0-rmse:0.09422 [10] validation_0-rmse:0.09309 [11] validation_0-rmse:0.09191 [12] validation_0-rmse:0.09073 [13] validation_0-rmse:0.08959 [14] validation_0-rmse:0.08851 [15] validation_0-rmse:0.08739 [16] validation_0-rmse:0.08627 [17] validation_0-rmse:0.08517 [18] validation_0-rmse:0.08409 [19] validation_0-rmse:0.08301 [20] validation_0-rmse:0.08196 [21] validation_0-rmse:0.08094 [22] validation_0-rmse:0.07989 [23] validation_0-rmse:0.07889 [24] validation_0-rmse:0.07790 [25] validation_0-rmse:0.07692 [26] validation_0-rmse:0.07597 [27] validation_0-rmse:0.07515 [28] validation_0-rmse:0.07416 [29] validation_0-rmse:0.07316 [30] validation_0-rmse:0.07226 [31] validation_0-rmse:0.07148 [32] validation_0-rmse:0.07061 [33] validation_0-rmse:0.06968 [34] validation_0-rmse:0.06884 [35] validation_0-rmse:0.06805 [36] validation_0-rmse:0.06721 [37] validation_0-rmse:0.06641 [38] validation_0-rmse:0.06557 [39] validation_0-rmse:0.06483 [40] validation_0-rmse:0.06402 [41] validation_0-rmse:0.06323 [42] validation_0-rmse:0.06237 [43] validation_0-rmse:0.06164 [44] validation_0-rmse:0.06095 [45] validation_0-rmse:0.06015 [46] validation_0-rmse:0.05949 [47] validation_0-rmse:0.05891 [48] validation_0-rmse:0.05824 [49] validation_0-rmse:0.05759 [50] validation_0-rmse:0.05687 [51] validation_0-rmse:0.05624 [52] validation_0-rmse:0.05563 [53] validation_0-rmse:0.05493 [54] validation_0-rmse:0.05431 [55] validation_0-rmse:0.05374 [56] validation_0-rmse:0.05318 [57] validation_0-rmse:0.05253 [58] validation_0-rmse:0.05206 [59] validation_0-rmse:0.05141 [60] validation_0-rmse:0.05086 [61] validation_0-rmse:0.05045 [62] validation_0-rmse:0.04984 [63] validation_0-rmse:0.04932 [64] validation_0-rmse:0.04883 [65] validation_0-rmse:0.04829 [66] validation_0-rmse:0.04782 [67] validation_0-rmse:0.04731 [68] validation_0-rmse:0.04675 [69] validation_0-rmse:0.04628 [70] validation_0-rmse:0.04582 [71] validation_0-rmse:0.04534 [72] validation_0-rmse:0.04491 [73] validation_0-rmse:0.04449 [74] validation_0-rmse:0.04407 [75] validation_0-rmse:0.04380 [76] validation_0-rmse:0.04340 [77] validation_0-rmse:0.04301 [78] validation_0-rmse:0.04262 [79] validation_0-rmse:0.04224 [80] validation_0-rmse:0.04178 [81] validation_0-rmse:0.04142 [82] validation_0-rmse:0.04120 [83] validation_0-rmse:0.04093 [84] validation_0-rmse:0.04049 [85] validation_0-rmse:0.04028 [86] validation_0-rmse:0.04009 [87] validation_0-rmse:0.03988 [88] validation_0-rmse:0.03956 [89] validation_0-rmse:0.03928 [90] validation_0-rmse:0.03910 [91] validation_0-rmse:0.03892 [92] validation_0-rmse:0.03875 [93] validation_0-rmse:0.03845 [94] validation_0-rmse:0.03826 [95] validation_0-rmse:0.03806 [96] validation_0-rmse:0.03777 [97] validation_0-rmse:0.03749 [98] validation_0-rmse:0.03733 [99] validation_0-rmse:0.03706 [100] validation_0-rmse:0.03680 [101] validation_0-rmse:0.03666 [102] validation_0-rmse:0.03652 [103] validation_0-rmse:0.03627 [104] validation_0-rmse:0.03602 [105] validation_0-rmse:0.03577 [106] validation_0-rmse:0.03566 [107] validation_0-rmse:0.03554 [108] validation_0-rmse:0.03542 [109] validation_0-rmse:0.03531 [110] validation_0-rmse:0.03509 [111] validation_0-rmse:0.03499 [112] validation_0-rmse:0.03477 [113] validation_0-rmse:0.03468 [114] validation_0-rmse:0.03458 [115] validation_0-rmse:0.03442 [116] validation_0-rmse:0.03433 [117] validation_0-rmse:0.03414 [118] validation_0-rmse:0.03395 [119] validation_0-rmse:0.03381 [120] validation_0-rmse:0.03364 [121] validation_0-rmse:0.03356 [122] validation_0-rmse:0.03339 [123] validation_0-rmse:0.03331 [124] validation_0-rmse:0.03324 [125] validation_0-rmse:0.03307 [126] validation_0-rmse:0.03293 [127] validation_0-rmse:0.03286 [128] validation_0-rmse:0.03428 [129] validation_0-rmse:0.03419 [130] validation_0-rmse:0.03402 [131] validation_0-rmse:0.03396 [132] validation_0-rmse:0.03380 [133] validation_0-rmse:0.03374 [134] validation_0-rmse:0.03356 [135] validation_0-rmse:0.03350 [136] validation_0-rmse:0.03343 [137] validation_0-rmse:0.03327 [138] validation_0-rmse:0.03322 [139] validation_0-rmse:0.03317 [140] validation_0-rmse:0.03308 [141] validation_0-rmse:0.03299 [142] validation_0-rmse:0.03281 [143] validation_0-rmse:0.03276 [144] validation_0-rmse:0.03259 [145] validation_0-rmse:0.03254 [146] validation_0-rmse:0.03249 [147] validation_0-rmse:0.03234 [148] validation_0-rmse:0.03228 [149] validation_0-rmse:0.03224 [150] validation_0-rmse:0.03219 [151] validation_0-rmse:0.03203 [152] validation_0-rmse:0.03188 [153] validation_0-rmse:0.03177 [154] validation_0-rmse:0.03167 [155] validation_0-rmse:0.03153 [156] validation_0-rmse:0.03149 [157] validation_0-rmse:0.03146 [158] validation_0-rmse:0.03132 [159] validation_0-rmse:0.03125 [160] validation_0-rmse:0.03121 [161] validation_0-rmse:0.03117 [162] validation_0-rmse:0.03117 [163] validation_0-rmse:0.03105 [164] validation_0-rmse:0.03101 [165] validation_0-rmse:0.03093 [166] validation_0-rmse:0.03090 [167] validation_0-rmse:0.03091 [168] validation_0-rmse:0.03086 [169] validation_0-rmse:0.03075 [170] validation_0-rmse:0.03075 [171] validation_0-rmse:0.03075
[I 2024-10-09 17:48:31,608] Trial 2 finished with value: 0.0009457355532853491 and parameters: {'n_estimators': 172, 'max_depth': 8, 'learning_rate': 0.013184356695087296, 'subsample': 0.9202509369612377, 'colsample_bytree': 0.9758044585342378, 'gamma': 3.341683078664075, 'min_child_weight': 6, 'reg_lambda': 2.4344904551323006, 'reg_alpha': 0.08397702375657065}. Best is trial 2 with value: 0.0009457355532853491.
[0] validation_0-rmse:0.10305 [1] validation_0-rmse:0.09892 [2] validation_0-rmse:0.09444 [3] validation_0-rmse:0.09024 [4] validation_0-rmse:0.08694 [5] validation_0-rmse:0.08317 [6] validation_0-rmse:0.08042 [7] validation_0-rmse:0.07831 [8] validation_0-rmse:0.07488 [9] validation_0-rmse:0.07163 [10] validation_0-rmse:0.06976 [11] validation_0-rmse:0.06668 [12] validation_0-rmse:0.06492 [13] validation_0-rmse:0.06363 [14] validation_0-rmse:0.06104 [15] validation_0-rmse:0.05932 [16] validation_0-rmse:0.05828 [17] validation_0-rmse:0.05709 [18] validation_0-rmse:0.05482 [19] validation_0-rmse:0.05262 [20] validation_0-rmse:0.05045 [21] validation_0-rmse:0.04955 [22] validation_0-rmse:0.04845 [23] validation_0-rmse:0.04747 [24] validation_0-rmse:0.04568 [25] validation_0-rmse:0.04500 [26] validation_0-rmse:0.04342 [27] validation_0-rmse:0.04340 [28] validation_0-rmse:0.04333 [29] validation_0-rmse:0.04221 [30] validation_0-rmse:0.04208 [31] validation_0-rmse:0.04208 [32] validation_0-rmse:0.04197 [33] validation_0-rmse:0.04122 [34] validation_0-rmse:0.04039 [35] validation_0-rmse:0.04049 [36] validation_0-rmse:0.04058 [37] validation_0-rmse:0.03937 [38] validation_0-rmse:0.03945 [39] validation_0-rmse:0.03941 [40] validation_0-rmse:0.03950 [41] validation_0-rmse:0.03961 [42] validation_0-rmse:0.03969 [43] validation_0-rmse:0.03984 [44] validation_0-rmse:0.03994 [45] validation_0-rmse:0.04005 [46] validation_0-rmse:0.04011 [47] validation_0-rmse:0.03997 [48] validation_0-rmse:0.03989 [49] validation_0-rmse:0.03929 [50] validation_0-rmse:0.03935 [51] validation_0-rmse:0.03942 [52] validation_0-rmse:0.03944 [53] validation_0-rmse:0.03946 [54] validation_0-rmse:0.03937 [55] validation_0-rmse:0.03948 [56] validation_0-rmse:0.03934 [57] validation_0-rmse:0.03946 [58] validation_0-rmse:0.03937 [59] validation_0-rmse:0.03881 [60] validation_0-rmse:0.03876 [61] validation_0-rmse:0.03890 [62] validation_0-rmse:0.03895 [63] validation_0-rmse:0.03889 [64] validation_0-rmse:0.03908 [65] validation_0-rmse:0.03924 [66] validation_0-rmse:0.03922 [67] validation_0-rmse:0.03918 [68] validation_0-rmse:0.03934 [69] validation_0-rmse:0.03944 [70] validation_0-rmse:0.03947 [71] validation_0-rmse:0.03943 [72] validation_0-rmse:0.03948 [73] validation_0-rmse:0.03956 [74] validation_0-rmse:0.03953 [75] validation_0-rmse:0.03955 [76] validation_0-rmse:0.03970 [77] validation_0-rmse:0.03969 [78] validation_0-rmse:0.03971 [79] validation_0-rmse:0.03975 [80] validation_0-rmse:0.03970 [81] validation_0-rmse:0.03947 [82] validation_0-rmse:0.03940 [83] validation_0-rmse:0.03932 [84] validation_0-rmse:0.03941 [85] validation_0-rmse:0.03939 [86] validation_0-rmse:0.03937 [87] validation_0-rmse:0.03928 [88] validation_0-rmse:0.03932 [89] validation_0-rmse:0.03933 [90] validation_0-rmse:0.03934 [91] validation_0-rmse:0.03944 [92] validation_0-rmse:0.03966 [93] validation_0-rmse:0.03967 [94] validation_0-rmse:0.03969 [95] validation_0-rmse:0.03986 [96] validation_0-rmse:0.03984 [97] validation_0-rmse:0.03989 [98] validation_0-rmse:0.04000 [99] validation_0-rmse:0.03996 [100] validation_0-rmse:0.03998 [101] validation_0-rmse:0.03994 [102] validation_0-rmse:0.03985 [103] validation_0-rmse:0.03974 [104] validation_0-rmse:0.03975 [105] validation_0-rmse:0.03975 [106] validation_0-rmse:0.03971 [107] validation_0-rmse:0.03945 [108] validation_0-rmse:0.03955 [109] validation_0-rmse:0.03979 [110] validation_0-rmse:0.03970 [111] validation_0-rmse:0.03976 [112] validation_0-rmse:0.03963 [113] validation_0-rmse:0.03904 [114] validation_0-rmse:0.03899 [115] validation_0-rmse:0.03906 [116] validation_0-rmse:0.03893 [117] validation_0-rmse:0.03894 [118] validation_0-rmse:0.03880 [119] validation_0-rmse:0.03898 [120] validation_0-rmse:0.03899 [121] validation_0-rmse:0.03901 [122] validation_0-rmse:0.03922 [123] validation_0-rmse:0.03914 [124] validation_0-rmse:0.03903 [125] validation_0-rmse:0.03917 [126] validation_0-rmse:0.03922 [127] validation_0-rmse:0.03921 [128] validation_0-rmse:0.03926 [129] validation_0-rmse:0.03936 [130] validation_0-rmse:0.03952 [131] validation_0-rmse:0.03964 [132] validation_0-rmse:0.03969 [133] validation_0-rmse:0.03961 [134] validation_0-rmse:0.03959 [135] validation_0-rmse:0.03955 [136] validation_0-rmse:0.03949 [137] validation_0-rmse:0.03948 [138] validation_0-rmse:0.03930 [139] validation_0-rmse:0.03928 [140] validation_0-rmse:0.03928 [141] validation_0-rmse:0.03921 [142] validation_0-rmse:0.03916 [143] validation_0-rmse:0.03928 [144] validation_0-rmse:0.03929 [145] validation_0-rmse:0.03950 [146] validation_0-rmse:0.03954 [147] validation_0-rmse:0.03962 [148] validation_0-rmse:0.03960 [149] validation_0-rmse:0.03978 [150] validation_0-rmse:0.03972 [151] validation_0-rmse:0.03964 [152] validation_0-rmse:0.03944 [153] validation_0-rmse:0.03963 [154] validation_0-rmse:0.03967 [155] validation_0-rmse:0.03982 [156] validation_0-rmse:0.03987 [157] validation_0-rmse:0.03992 [158] validation_0-rmse:0.04009 [159] validation_0-rmse:0.03978 [160] validation_0-rmse:0.03971 [161] validation_0-rmse:0.03967 [162] validation_0-rmse:0.03963 [163] validation_0-rmse:0.03955 [164] validation_0-rmse:0.03946 [165] validation_0-rmse:0.03951 [166] validation_0-rmse:0.03941 [167] validation_0-rmse:0.03958 [168] validation_0-rmse:0.03958 [169] validation_0-rmse:0.03942 [170] validation_0-rmse:0.03958 [171] validation_0-rmse:0.03966 [172] validation_0-rmse:0.03961 [173] validation_0-rmse:0.03958 [174] validation_0-rmse:0.03943 [175] validation_0-rmse:0.03932 [176] validation_0-rmse:0.03921 [177] validation_0-rmse:0.03931 [178] validation_0-rmse:0.03901 [179] validation_0-rmse:0.03903 [180] validation_0-rmse:0.03903 [181] validation_0-rmse:0.03889 [182] validation_0-rmse:0.03880 [183] validation_0-rmse:0.03889 [184] validation_0-rmse:0.03906 [185] validation_0-rmse:0.03906 [186] validation_0-rmse:0.03887 [187] validation_0-rmse:0.03898 [188] validation_0-rmse:0.03888 [189] 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validation_0-rmse:0.04007 [376] validation_0-rmse:0.03989 [377] validation_0-rmse:0.03992 [378] validation_0-rmse:0.03984 [379] validation_0-rmse:0.03965 [380] validation_0-rmse:0.03979 [381] validation_0-rmse:0.03974 [382] validation_0-rmse:0.03960 [383] validation_0-rmse:0.03952 [384] validation_0-rmse:0.03942 [385] validation_0-rmse:0.03935 [386] validation_0-rmse:0.03951 [387] validation_0-rmse:0.03938 [388] validation_0-rmse:0.03928 [389] validation_0-rmse:0.03934 [390] validation_0-rmse:0.03937 [391] validation_0-rmse:0.03933 [392] validation_0-rmse:0.03940 [393] validation_0-rmse:0.03941 [394] validation_0-rmse:0.03956 [395] validation_0-rmse:0.03944 [396] validation_0-rmse:0.03937 [397] validation_0-rmse:0.03942
[I 2024-10-09 17:48:34,513] Trial 3 finished with value: 0.0015539000629811262 and parameters: {'n_estimators': 398, 'max_depth': 5, 'learning_rate': 0.04860721289250226, 'subsample': 0.5941577588787104, 'colsample_bytree': 0.9214235268034021, 'gamma': 8.473935260126279, 'min_child_weight': 8, 'reg_lambda': 1.5831722025617583, 'reg_alpha': 0.0031728752363341397}. Best is trial 2 with value: 0.0009457355532853491.
[0] validation_0-rmse:0.10413 [1] validation_0-rmse:0.10103 [2] validation_0-rmse:0.09807 [3] validation_0-rmse:0.09520 [4] validation_0-rmse:0.09241 [5] validation_0-rmse:0.08979 [6] validation_0-rmse:0.08720 [7] validation_0-rmse:0.08477 [8] validation_0-rmse:0.08251 [9] validation_0-rmse:0.08058 [10] validation_0-rmse:0.07840 [11] validation_0-rmse:0.07643 [12] validation_0-rmse:0.07478 [13] validation_0-rmse:0.07271 [14] validation_0-rmse:0.07091 [15] validation_0-rmse:0.06940 [16] validation_0-rmse:0.06756 [17] validation_0-rmse:0.06621 [18] validation_0-rmse:0.06450 [19] validation_0-rmse:0.07213 [20] validation_0-rmse:0.07045 [21] validation_0-rmse:0.06885 [22] validation_0-rmse:0.06723 [23] validation_0-rmse:0.06614 [24] validation_0-rmse:0.06471 [25] validation_0-rmse:0.06336 [26] validation_0-rmse:0.06254 [27] validation_0-rmse:0.06123 [28] validation_0-rmse:0.06002 [29] validation_0-rmse:0.05906 [30] validation_0-rmse:0.05834 [31] validation_0-rmse:0.05762 [32] 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validation_0-rmse:0.04076 [779] validation_0-rmse:0.04071 [780] validation_0-rmse:0.04075 [781] validation_0-rmse:0.04071 [782] validation_0-rmse:0.04071 [783] validation_0-rmse:0.04066 [784] validation_0-rmse:0.04068 [785] validation_0-rmse:0.04071 [786] validation_0-rmse:0.04072 [787] validation_0-rmse:0.04074 [788] validation_0-rmse:0.04077 [789] validation_0-rmse:0.04077 [790] validation_0-rmse:0.04080 [791] validation_0-rmse:0.04079 [792] validation_0-rmse:0.04080 [793] validation_0-rmse:0.04081 [794] validation_0-rmse:0.04089 [795] validation_0-rmse:0.04090 [796] validation_0-rmse:0.04086 [797] validation_0-rmse:0.04086 [798] validation_0-rmse:0.04088 [799] validation_0-rmse:0.04091 [800] validation_0-rmse:0.04087 [801] validation_0-rmse:0.04087 [802] validation_0-rmse:0.04086 [803] validation_0-rmse:0.04088 [804] validation_0-rmse:0.04084 [805] validation_0-rmse:0.04084 [806] validation_0-rmse:0.04082 [807] validation_0-rmse:0.04083 [808] validation_0-rmse:0.04086 [809] validation_0-rmse:0.04088 [810] validation_0-rmse:0.04092 [811] validation_0-rmse:0.04092 [812] validation_0-rmse:0.04087 [813] validation_0-rmse:0.04090 [814] validation_0-rmse:0.04084 [815] validation_0-rmse:0.04080 [816] validation_0-rmse:0.04080 [817] validation_0-rmse:0.04082 [818] validation_0-rmse:0.04075 [819] validation_0-rmse:0.04073 [820] validation_0-rmse:0.04069 [821] validation_0-rmse:0.04071 [822] validation_0-rmse:0.04079 [823] validation_0-rmse:0.04082 [824] validation_0-rmse:0.04080 [825] validation_0-rmse:0.04081 [826] validation_0-rmse:0.04084 [827] validation_0-rmse:0.04086 [828] validation_0-rmse:0.04087 [829] validation_0-rmse:0.04084 [830] validation_0-rmse:0.04084 [831] validation_0-rmse:0.04084 [832] validation_0-rmse:0.04088 [833] validation_0-rmse:0.04088 [834] validation_0-rmse:0.04085 [835] validation_0-rmse:0.04084 [836] validation_0-rmse:0.04088 [837] validation_0-rmse:0.04088 [838] validation_0-rmse:0.04085 [839] validation_0-rmse:0.04087 [840] validation_0-rmse:0.04086 [841] validation_0-rmse:0.04083 [842] validation_0-rmse:0.04075 [843] validation_0-rmse:0.04079 [844] validation_0-rmse:0.04084 [845] validation_0-rmse:0.04080 [846] validation_0-rmse:0.04082 [847] validation_0-rmse:0.04082 [848] validation_0-rmse:0.04082 [849] validation_0-rmse:0.04078 [850] validation_0-rmse:0.04076 [851] validation_0-rmse:0.04077 [852] validation_0-rmse:0.04071 [853] validation_0-rmse:0.04068 [854] validation_0-rmse:0.04067 [855] validation_0-rmse:0.04066 [856] validation_0-rmse:0.04067 [857] validation_0-rmse:0.04062 [858] validation_0-rmse:0.04068 [859] validation_0-rmse:0.04070 [860] validation_0-rmse:0.04076 [861] validation_0-rmse:0.04073 [862] validation_0-rmse:0.04075 [863] validation_0-rmse:0.04072 [864] validation_0-rmse:0.04075 [865] validation_0-rmse:0.04076 [866] validation_0-rmse:0.04072 [867] validation_0-rmse:0.04071 [868] validation_0-rmse:0.04076 [869] validation_0-rmse:0.04080 [870] validation_0-rmse:0.04080 [871] validation_0-rmse:0.04083 [872] validation_0-rmse:0.04081 [873] validation_0-rmse:0.04081 [874] validation_0-rmse:0.04078 [875] validation_0-rmse:0.04073 [876] validation_0-rmse:0.04075 [877] validation_0-rmse:0.04074 [878] validation_0-rmse:0.04073 [879] validation_0-rmse:0.04072 [880] validation_0-rmse:0.04074 [881] validation_0-rmse:0.04074 [882] validation_0-rmse:0.04077 [883] validation_0-rmse:0.04075 [884] validation_0-rmse:0.04073 [885] validation_0-rmse:0.04073 [886] validation_0-rmse:0.04082 [887] validation_0-rmse:0.04083 [888] validation_0-rmse:0.04078 [889] validation_0-rmse:0.04080 [890] validation_0-rmse:0.04080 [891] validation_0-rmse:0.04081 [892] validation_0-rmse:0.04078 [893] validation_0-rmse:0.04078 [894] validation_0-rmse:0.04080 [895] validation_0-rmse:0.04078 [896] validation_0-rmse:0.04076 [897] validation_0-rmse:0.04074 [898] validation_0-rmse:0.04078 [899] validation_0-rmse:0.04079 [900] validation_0-rmse:0.04073 [901] validation_0-rmse:0.04073 [902] validation_0-rmse:0.04079 [903] validation_0-rmse:0.04079 [904] validation_0-rmse:0.04081 [905] validation_0-rmse:0.04085 [906] validation_0-rmse:0.04089 [907] validation_0-rmse:0.04089 [908] validation_0-rmse:0.04087 [909] validation_0-rmse:0.04085 [910] validation_0-rmse:0.04088 [911] validation_0-rmse:0.04090 [912] validation_0-rmse:0.04092 [913] validation_0-rmse:0.04092 [914] validation_0-rmse:0.04094 [915] validation_0-rmse:0.04095 [916] validation_0-rmse:0.04094 [917] validation_0-rmse:0.04094 [918] validation_0-rmse:0.04095
[I 2024-10-09 17:48:42,599] Trial 4 finished with value: 0.0016770267835922697 and parameters: {'n_estimators': 919, 'max_depth': 8, 'learning_rate': 0.029731373699252172, 'subsample': 0.781796724704695, 'colsample_bytree': 0.6080917819513623, 'gamma': 5.583785808100577, 'min_child_weight': 3, 'reg_lambda': 0.002162254026861248, 'reg_alpha': 0.0020004614926008844}. Best is trial 2 with value: 0.0009457355532853491.
[0] validation_0-rmse:0.10602 [1] validation_0-rmse:0.10476 [2] validation_0-rmse:0.10353 [3] validation_0-rmse:0.10232 [4] validation_0-rmse:0.10112 [5] validation_0-rmse:0.09995 [6] validation_0-rmse:0.09879 [7] validation_0-rmse:0.09766 [8] validation_0-rmse:0.09652 [9] validation_0-rmse:0.09541 [10] validation_0-rmse:0.09453 [11] validation_0-rmse:0.09344 [12] validation_0-rmse:0.09258 [13] validation_0-rmse:0.09152 [14] validation_0-rmse:0.09052 [15] validation_0-rmse:0.08947 [16] validation_0-rmse:0.08867 [17] validation_0-rmse:0.08788 [18] validation_0-rmse:0.08710 [19] validation_0-rmse:0.08633 [20] validation_0-rmse:0.08539 [21] validation_0-rmse:0.08461 [22] validation_0-rmse:0.08380 [23] validation_0-rmse:0.08283 [24] validation_0-rmse:0.08212 [25] validation_0-rmse:0.08123 [26] validation_0-rmse:0.08037 [27] validation_0-rmse:0.07949 [28] validation_0-rmse:0.08318 [29] validation_0-rmse:0.08236 [30] validation_0-rmse:0.08148 [31] validation_0-rmse:0.08074 [32] validation_0-rmse:0.07989 [33] validation_0-rmse:0.07909 [34] validation_0-rmse:0.07847 [35] validation_0-rmse:0.07767 [36] validation_0-rmse:0.07687 [37] validation_0-rmse:0.07609 [38] validation_0-rmse:0.07533 [39] validation_0-rmse:0.07458 [40] validation_0-rmse:0.07381 [41] validation_0-rmse:0.07705 [42] validation_0-rmse:0.08031 [43] validation_0-rmse:0.07959 [44] validation_0-rmse:0.07889 [45] validation_0-rmse:0.07820 [46] validation_0-rmse:0.07768 [47] validation_0-rmse:0.07701 [48] validation_0-rmse:0.07654 [49] validation_0-rmse:0.07586 [50] validation_0-rmse:0.07542 [51] validation_0-rmse:0.07475 [52] validation_0-rmse:0.07410 [53] validation_0-rmse:0.07365 [54] validation_0-rmse:0.07300 [55] validation_0-rmse:0.07237 [56] validation_0-rmse:0.07175 [57] validation_0-rmse:0.07136 [58] validation_0-rmse:0.07075 [59] validation_0-rmse:0.07036 [60] validation_0-rmse:0.06996 [61] validation_0-rmse:0.06949 [62] validation_0-rmse:0.06891 [63] validation_0-rmse:0.06834 [64] validation_0-rmse:0.06786 [65] validation_0-rmse:0.06751 [66] validation_0-rmse:0.06719 [67] validation_0-rmse:0.06688 [68] validation_0-rmse:0.06633 [69] validation_0-rmse:0.06580 [70] validation_0-rmse:0.06526 [71] validation_0-rmse:0.06472 [72] validation_0-rmse:0.06440 [73] validation_0-rmse:0.06410 [74] validation_0-rmse:0.06357 [75] validation_0-rmse:0.06326 [76] validation_0-rmse:0.06282 [77] validation_0-rmse:0.06233 [78] validation_0-rmse:0.06185 [79] validation_0-rmse:0.06147 [80] validation_0-rmse:0.06120 [81] validation_0-rmse:0.06073 [82] validation_0-rmse:0.06045 [83] validation_0-rmse:0.05997 [84] validation_0-rmse:0.05970 [85] validation_0-rmse:0.05926 [86] validation_0-rmse:0.05898 [87] validation_0-rmse:0.05874 [88] validation_0-rmse:0.05850 [89] validation_0-rmse:0.05824 [90] validation_0-rmse:0.05780 [91] validation_0-rmse:0.05738 [92] validation_0-rmse:0.05714 [93] validation_0-rmse:0.05690 [94] validation_0-rmse:0.05666 [95] validation_0-rmse:0.05638 [96] validation_0-rmse:0.05596 [97] validation_0-rmse:0.05556 [98] validation_0-rmse:0.05534 [99] validation_0-rmse:0.05494 [100] validation_0-rmse:0.05455 [101] validation_0-rmse:0.05438 [102] validation_0-rmse:0.05403 [103] validation_0-rmse:0.05364 [104] validation_0-rmse:0.05327 [105] validation_0-rmse:0.05307 [106] validation_0-rmse:0.05269 [107] validation_0-rmse:0.05250 [108] validation_0-rmse:0.05221 [109] validation_0-rmse:0.05204 [110] validation_0-rmse:0.05168 [111] validation_0-rmse:0.05150 [112] validation_0-rmse:0.05130 [113] validation_0-rmse:0.05115 [114] validation_0-rmse:0.05098 [115] validation_0-rmse:0.05074 [116] validation_0-rmse:0.05041 [117] validation_0-rmse:0.05009 [118] validation_0-rmse:0.05005 [119] validation_0-rmse:0.04993 [120] validation_0-rmse:0.04979 [121] validation_0-rmse:0.04945 [122] validation_0-rmse:0.04910 [123] validation_0-rmse:0.04887 [124] validation_0-rmse:0.04853 [125] validation_0-rmse:0.04824 [126] validation_0-rmse:0.04810 [127] validation_0-rmse:0.04797 [128] validation_0-rmse:0.04767 [129] validation_0-rmse:0.04757 [130] validation_0-rmse:0.04748 [131] validation_0-rmse:0.04749 [132] validation_0-rmse:0.04750 [133] validation_0-rmse:0.04751 [134] validation_0-rmse:0.04750 [135] validation_0-rmse:0.04750 [136] validation_0-rmse:0.04737 [137] validation_0-rmse:0.04740 [138] validation_0-rmse:0.04741 [139] validation_0-rmse:0.04730 [140] validation_0-rmse:0.04730 [141] validation_0-rmse:0.04729 [142] validation_0-rmse:0.04729 [143] validation_0-rmse:0.04730 [144] validation_0-rmse:0.04730 [145] validation_0-rmse:0.04699 [146] validation_0-rmse:0.04699 [147] validation_0-rmse:0.04700 [148] validation_0-rmse:0.04698 [149] validation_0-rmse:0.04700 [150] validation_0-rmse:0.04700 [151] validation_0-rmse:0.04701 [152] validation_0-rmse:0.04701 [153] validation_0-rmse:0.04701 [154] validation_0-rmse:0.04702 [155] validation_0-rmse:0.04705 [156] validation_0-rmse:0.04693 [157] validation_0-rmse:0.04693 [158] validation_0-rmse:0.04695 [159] validation_0-rmse:0.04694 [160] validation_0-rmse:0.04694 [161] validation_0-rmse:0.04694 [162] validation_0-rmse:0.04694 [163] validation_0-rmse:0.04695 [164] validation_0-rmse:0.04681 [165] validation_0-rmse:0.04683 [166] validation_0-rmse:0.04683 [167] validation_0-rmse:0.04682 [168] validation_0-rmse:0.04683 [169] validation_0-rmse:0.04684 [170] validation_0-rmse:0.04685 [171] validation_0-rmse:0.04685 [172] validation_0-rmse:0.04686 [173] validation_0-rmse:0.04685 [174] validation_0-rmse:0.04685 [175] validation_0-rmse:0.04685
[I 2024-10-09 17:48:43,897] Trial 5 finished with value: 0.002195008005697153 and parameters: {'n_estimators': 176, 'max_depth': 4, 'learning_rate': 0.011876544309836841, 'subsample': 0.8618250750000168, 'colsample_bytree': 0.6856802003933741, 'gamma': 7.777889178563768, 'min_child_weight': 5, 'reg_lambda': 0.016013326605510268, 'reg_alpha': 0.005937042800573853}. Best is trial 2 with value: 0.0009457355532853491.
[0] validation_0-rmse:0.07703 [1] validation_0-rmse:0.06048 [2] validation_0-rmse:0.05149 [3] validation_0-rmse:0.04046 [4] validation_0-rmse:0.03738 [5] validation_0-rmse:0.03762 [6] validation_0-rmse:0.03740 [7] validation_0-rmse:0.03785 [8] validation_0-rmse:0.03731 [9] validation_0-rmse:0.03731 [10] validation_0-rmse:0.03714 [11] validation_0-rmse:0.03783 [12] validation_0-rmse:0.03776 [13] validation_0-rmse:0.03810 [14] validation_0-rmse:0.03746 [15] validation_0-rmse:0.03779 [16] validation_0-rmse:0.03853 [17] validation_0-rmse:0.03863 [18] validation_0-rmse:0.03855 [19] validation_0-rmse:0.03865 [20] validation_0-rmse:0.03735 [21] validation_0-rmse:0.03769 [22] validation_0-rmse:0.03740 [23] validation_0-rmse:0.03713 [24] validation_0-rmse:0.03695 [25] validation_0-rmse:0.03713 [26] validation_0-rmse:0.03734 [27] validation_0-rmse:0.03743 [28] validation_0-rmse:0.03750 [29] validation_0-rmse:0.03828 [30] validation_0-rmse:0.03799 [31] validation_0-rmse:0.03752 [32] validation_0-rmse:0.03719 [33] validation_0-rmse:0.03726 [34] validation_0-rmse:0.03702 [35] validation_0-rmse:0.03714 [36] validation_0-rmse:0.03766 [37] validation_0-rmse:0.03801 [38] validation_0-rmse:0.03781 [39] validation_0-rmse:0.03712 [40] validation_0-rmse:0.03741 [41] validation_0-rmse:0.03767 [42] validation_0-rmse:0.03785 [43] validation_0-rmse:0.03785 [44] validation_0-rmse:0.03785 [45] validation_0-rmse:0.03807 [46] validation_0-rmse:0.03843 [47] validation_0-rmse:0.03769 [48] validation_0-rmse:0.03803 [49] validation_0-rmse:0.03781 [50] validation_0-rmse:0.03798 [51] validation_0-rmse:0.03798 [52] validation_0-rmse:0.03798 [53] validation_0-rmse:0.03810 [54] validation_0-rmse:0.03842 [55] validation_0-rmse:0.03887 [56] validation_0-rmse:0.03837 [57] validation_0-rmse:0.03840 [58] validation_0-rmse:0.03832 [59] validation_0-rmse:0.03821 [60] validation_0-rmse:0.03789 [61] validation_0-rmse:0.03783 [62] validation_0-rmse:0.03843 [63] validation_0-rmse:0.03776 [64] validation_0-rmse:0.03794 [65] validation_0-rmse:0.03806 [66] validation_0-rmse:0.03791 [67] validation_0-rmse:0.03831 [68] validation_0-rmse:0.03857 [69] validation_0-rmse:0.03868 [70] validation_0-rmse:0.03850 [71] validation_0-rmse:0.03805 [72] validation_0-rmse:0.03852 [73] validation_0-rmse:0.03837 [74] validation_0-rmse:0.03819 [75] validation_0-rmse:0.03779 [76] validation_0-rmse:0.03785 [77] validation_0-rmse:0.03781 [78] validation_0-rmse:0.03785 [79] validation_0-rmse:0.03768 [80] validation_0-rmse:0.03763 [81] validation_0-rmse:0.03737 [82] validation_0-rmse:0.03687 [83] validation_0-rmse:0.03669 [84] validation_0-rmse:0.03683 [85] validation_0-rmse:0.03726 [86] validation_0-rmse:0.03757 [87] validation_0-rmse:0.03765 [88] validation_0-rmse:0.03811 [89] validation_0-rmse:0.03783 [90] validation_0-rmse:0.03784 [91] validation_0-rmse:0.03778 [92] validation_0-rmse:0.03804 [93] validation_0-rmse:0.03803 [94] validation_0-rmse:0.03732 [95] validation_0-rmse:0.03813 [96] validation_0-rmse:0.03818 [97] validation_0-rmse:0.03793 [98] validation_0-rmse:0.03778 [99] validation_0-rmse:0.03778 [100] validation_0-rmse:0.03787 [101] validation_0-rmse:0.03787 [102] validation_0-rmse:0.03733 [103] validation_0-rmse:0.03711 [104] validation_0-rmse:0.03762 [105] validation_0-rmse:0.03752 [106] validation_0-rmse:0.03752 [107] validation_0-rmse:0.03701 [108] validation_0-rmse:0.03753 [109] validation_0-rmse:0.03846 [110] validation_0-rmse:0.03796 [111] validation_0-rmse:0.03798 [112] validation_0-rmse:0.03702 [113] validation_0-rmse:0.03728 [114] validation_0-rmse:0.03754 [115] validation_0-rmse:0.03756 [116] validation_0-rmse:0.03689 [117] validation_0-rmse:0.03664 [118] validation_0-rmse:0.03593 [119] validation_0-rmse:0.03698 [120] validation_0-rmse:0.03702 [121] validation_0-rmse:0.03702 [122] validation_0-rmse:0.03786 [123] validation_0-rmse:0.03753 [124] validation_0-rmse:0.03744 [125] validation_0-rmse:0.03758 [126] validation_0-rmse:0.03764 [127] validation_0-rmse:0.03776 [128] validation_0-rmse:0.03778 [129] validation_0-rmse:0.03786 [130] validation_0-rmse:0.03824 [131] validation_0-rmse:0.03821 [132] validation_0-rmse:0.03847 [133] validation_0-rmse:0.03865 [134] validation_0-rmse:0.03831 [135] validation_0-rmse:0.03828 [136] validation_0-rmse:0.03822 [137] validation_0-rmse:0.03856 [138] validation_0-rmse:0.03792 [139] validation_0-rmse:0.03805 [140] validation_0-rmse:0.03780 [141] validation_0-rmse:0.03749 [142] validation_0-rmse:0.03726 [143] validation_0-rmse:0.03772 [144] validation_0-rmse:0.03793 [145] validation_0-rmse:0.03845 [146] validation_0-rmse:0.03788 [147] validation_0-rmse:0.03844 [148] validation_0-rmse:0.03777 [149] validation_0-rmse:0.03826 [150] validation_0-rmse:0.03812 [151] validation_0-rmse:0.03812 [152] validation_0-rmse:0.03781 [153] validation_0-rmse:0.03790 [154] validation_0-rmse:0.03774 [155] validation_0-rmse:0.03837 [156] validation_0-rmse:0.03831 [157] validation_0-rmse:0.03830 [158] validation_0-rmse:0.03878 [159] validation_0-rmse:0.03793 [160] validation_0-rmse:0.03792 [161] validation_0-rmse:0.03795 [162] validation_0-rmse:0.03775 [163] validation_0-rmse:0.03773 [164] validation_0-rmse:0.03780 [165] validation_0-rmse:0.03810 [166] validation_0-rmse:0.03757 [167] validation_0-rmse:0.03772 [168] validation_0-rmse:0.03798 [169] validation_0-rmse:0.03786 [170] validation_0-rmse:0.03819 [171] validation_0-rmse:0.03868 [172] validation_0-rmse:0.03833 [173] validation_0-rmse:0.03783 [174] validation_0-rmse:0.03764 [175] validation_0-rmse:0.03748 [176] validation_0-rmse:0.03714 [177] validation_0-rmse:0.03706 [178] validation_0-rmse:0.03651 [179] validation_0-rmse:0.03705 [180] validation_0-rmse:0.03720 [181] validation_0-rmse:0.03673 [182] validation_0-rmse:0.03687 [183] validation_0-rmse:0.03752 [184] validation_0-rmse:0.03800 [185] validation_0-rmse:0.03755 [186] validation_0-rmse:0.03742 [187] validation_0-rmse:0.03769 [188] validation_0-rmse:0.03784 [189] validation_0-rmse:0.03810 [190] validation_0-rmse:0.03825 [191] validation_0-rmse:0.03800 [192] validation_0-rmse:0.03813 [193] validation_0-rmse:0.03801 [194] validation_0-rmse:0.03854 [195] validation_0-rmse:0.03850 [196] validation_0-rmse:0.03871 [197] validation_0-rmse:0.03871 [198] validation_0-rmse:0.03877 [199] validation_0-rmse:0.03901 [200] validation_0-rmse:0.03889 [201] validation_0-rmse:0.03863 [202] validation_0-rmse:0.03825 [203] validation_0-rmse:0.03811 [204] validation_0-rmse:0.03817 [205] validation_0-rmse:0.03860 [206] validation_0-rmse:0.03854 [207] validation_0-rmse:0.03862 [208] validation_0-rmse:0.03814 [209] validation_0-rmse:0.03843 [210] validation_0-rmse:0.03846 [211] validation_0-rmse:0.03843 [212] validation_0-rmse:0.03829 [213] validation_0-rmse:0.03735 [214] validation_0-rmse:0.03748 [215] validation_0-rmse:0.03748 [216] validation_0-rmse:0.03748 [217] validation_0-rmse:0.03732 [218] validation_0-rmse:0.03676 [219] validation_0-rmse:0.03710 [220] validation_0-rmse:0.03761 [221] validation_0-rmse:0.03801 [222] validation_0-rmse:0.03750 [223] validation_0-rmse:0.03767 [224] validation_0-rmse:0.03849 [225] validation_0-rmse:0.03851 [226] validation_0-rmse:0.03851 [227] validation_0-rmse:0.03811 [228] validation_0-rmse:0.03847 [229] validation_0-rmse:0.03823 [230] validation_0-rmse:0.03854 [231] validation_0-rmse:0.03846 [232] validation_0-rmse:0.03834 [233] validation_0-rmse:0.03871 [234] validation_0-rmse:0.03903 [235] validation_0-rmse:0.03889 [236] validation_0-rmse:0.03871 [237] validation_0-rmse:0.03761 [238] validation_0-rmse:0.03778 [239] validation_0-rmse:0.03830 [240] validation_0-rmse:0.03833 [241] validation_0-rmse:0.03860 [242] validation_0-rmse:0.03828 [243] validation_0-rmse:0.03795 [244] validation_0-rmse:0.03839 [245] validation_0-rmse:0.03800 [246] validation_0-rmse:0.03751 [247] validation_0-rmse:0.03745 [248] validation_0-rmse:0.03728 [249] validation_0-rmse:0.03787 [250] validation_0-rmse:0.03773 [251] validation_0-rmse:0.03734 [252] validation_0-rmse:0.03758 [253] validation_0-rmse:0.03723 [254] validation_0-rmse:0.03772 [255] validation_0-rmse:0.03733 [256] validation_0-rmse:0.03687 [257] validation_0-rmse:0.03675 [258] validation_0-rmse:0.03700 [259] validation_0-rmse:0.03694 [260] validation_0-rmse:0.03702 [261] validation_0-rmse:0.03762 [262] validation_0-rmse:0.03817 [263] validation_0-rmse:0.03828 [264] validation_0-rmse:0.03789 [265] validation_0-rmse:0.03862 [266] validation_0-rmse:0.03842 [267] validation_0-rmse:0.03829 [268] validation_0-rmse:0.03800 [269] validation_0-rmse:0.03839 [270] validation_0-rmse:0.03894 [271] validation_0-rmse:0.03849 [272] validation_0-rmse:0.03802 [273] validation_0-rmse:0.03855 [274] validation_0-rmse:0.03825 [275] validation_0-rmse:0.03837 [276] validation_0-rmse:0.03837 [277] validation_0-rmse:0.03777 [278] validation_0-rmse:0.03803
[I 2024-10-09 17:48:46,606] Trial 6 finished with value: 0.0014463623899435792 and parameters: {'n_estimators': 279, 'max_depth': 11, 'learning_rate': 0.28875104202203333, 'subsample': 0.753368231503992, 'colsample_bytree': 0.9281987079281308, 'gamma': 7.816102360681394, 'min_child_weight': 2, 'reg_lambda': 0.5807083197234257, 'reg_alpha': 0.06705895619096727}. Best is trial 2 with value: 0.0009457355532853491.
[0] validation_0-rmse:0.09467 [1] validation_0-rmse:0.08373 [2] validation_0-rmse:0.07645 [3] validation_0-rmse:0.06842 [4] validation_0-rmse:0.06134 [5] validation_0-rmse:0.05590 [6] validation_0-rmse:0.05250 [7] validation_0-rmse:0.04760 [8] validation_0-rmse:0.04516 [9] validation_0-rmse:0.04134 [10] validation_0-rmse:0.03965 [11] validation_0-rmse:0.03670 [12] validation_0-rmse:0.03568 [13] validation_0-rmse:0.03566 [14] validation_0-rmse:0.03563 [15] validation_0-rmse:0.03568 [16] validation_0-rmse:0.03573 [17] validation_0-rmse:0.03573 [18] validation_0-rmse:0.03575 [19] validation_0-rmse:0.03581 [20] validation_0-rmse:0.03569 [21] validation_0-rmse:0.03570 [22] validation_0-rmse:0.03567 [23] validation_0-rmse:0.03565 [24] validation_0-rmse:0.03563 [25] validation_0-rmse:0.03567 [26] validation_0-rmse:0.03564 [27] validation_0-rmse:0.03572 [28] validation_0-rmse:0.03571 [29] validation_0-rmse:0.03567 [30] validation_0-rmse:0.03568 [31] validation_0-rmse:0.03567 [32] validation_0-rmse:0.03565 [33] validation_0-rmse:0.03566 [34] validation_0-rmse:0.03562 [35] validation_0-rmse:0.03557 [36] validation_0-rmse:0.03561 [37] validation_0-rmse:0.03568 [38] validation_0-rmse:0.03573 [39] validation_0-rmse:0.03567 [40] validation_0-rmse:0.03569 [41] validation_0-rmse:0.03571 [42] validation_0-rmse:0.03572 [43] validation_0-rmse:0.03572 [44] validation_0-rmse:0.03563 [45] validation_0-rmse:0.03566 [46] validation_0-rmse:0.03569 [47] validation_0-rmse:0.03570 [48] validation_0-rmse:0.03567 [49] validation_0-rmse:0.03568 [50] validation_0-rmse:0.03563 [51] validation_0-rmse:0.03564 [52] validation_0-rmse:0.03568 [53] validation_0-rmse:0.03571 [54] validation_0-rmse:0.03577 [55] validation_0-rmse:0.03580 [56] validation_0-rmse:0.03577 [57] validation_0-rmse:0.03576 [58] validation_0-rmse:0.03581 [59] validation_0-rmse:0.03574 [60] validation_0-rmse:0.03575 [61] validation_0-rmse:0.03565 [62] validation_0-rmse:0.03568 [63] validation_0-rmse:0.03572 [64] validation_0-rmse:0.03561 [65] validation_0-rmse:0.03561 [66] validation_0-rmse:0.03567 [67] validation_0-rmse:0.03563 [68] validation_0-rmse:0.03570 [69] validation_0-rmse:0.03576 [70] validation_0-rmse:0.03573 [71] validation_0-rmse:0.03577 [72] validation_0-rmse:0.03574 [73] validation_0-rmse:0.03566 [74] validation_0-rmse:0.03560 [75] validation_0-rmse:0.03563 [76] validation_0-rmse:0.03563 [77] validation_0-rmse:0.03566 [78] validation_0-rmse:0.03566 [79] validation_0-rmse:0.03555 [80] validation_0-rmse:0.03556 [81] validation_0-rmse:0.03563 [82] validation_0-rmse:0.03565 [83] validation_0-rmse:0.03565 [84] validation_0-rmse:0.03560 [85] validation_0-rmse:0.03560 [86] validation_0-rmse:0.03563 [87] validation_0-rmse:0.03560 [88] validation_0-rmse:0.03561 [89] validation_0-rmse:0.03564 [90] validation_0-rmse:0.03573 [91] validation_0-rmse:0.03573 [92] validation_0-rmse:0.03577 [93] validation_0-rmse:0.03574 [94] validation_0-rmse:0.03571 [95] validation_0-rmse:0.03576 [96] validation_0-rmse:0.03570 [97] validation_0-rmse:0.03563 [98] validation_0-rmse:0.03562 [99] validation_0-rmse:0.03567 [100] validation_0-rmse:0.03566 [101] validation_0-rmse:0.03570 [102] validation_0-rmse:0.03568 [103] validation_0-rmse:0.03557 [104] validation_0-rmse:0.03557 [105] validation_0-rmse:0.03560 [106] validation_0-rmse:0.03567 [107] validation_0-rmse:0.03559 [108] validation_0-rmse:0.03562 [109] validation_0-rmse:0.03564 [110] validation_0-rmse:0.03568 [111] validation_0-rmse:0.03572 [112] validation_0-rmse:0.03571 [113] validation_0-rmse:0.03575 [114] validation_0-rmse:0.03574 [115] validation_0-rmse:0.03574 [116] validation_0-rmse:0.03574 [117] validation_0-rmse:0.03569 [118] validation_0-rmse:0.03557 [119] validation_0-rmse:0.03553 [120] validation_0-rmse:0.03548 [121] validation_0-rmse:0.03551 [122] validation_0-rmse:0.03547 [123] validation_0-rmse:0.03549 [124] validation_0-rmse:0.03545 [125] validation_0-rmse:0.03541 [126] validation_0-rmse:0.03547 [127] validation_0-rmse:0.03552 [128] validation_0-rmse:0.03558 [129] validation_0-rmse:0.03561 [130] validation_0-rmse:0.03563 [131] validation_0-rmse:0.03562 [132] validation_0-rmse:0.03570 [133] validation_0-rmse:0.03572 [134] validation_0-rmse:0.03564 [135] validation_0-rmse:0.03560 [136] validation_0-rmse:0.03563 [137] validation_0-rmse:0.03569 [138] validation_0-rmse:0.03570 [139] validation_0-rmse:0.03570 [140] validation_0-rmse:0.03570 [141] validation_0-rmse:0.03570 [142] validation_0-rmse:0.03565 [143] validation_0-rmse:0.03570 [144] validation_0-rmse:0.03560 [145] validation_0-rmse:0.03565 [146] validation_0-rmse:0.03564 [147] validation_0-rmse:0.03569 [148] validation_0-rmse:0.03573 [149] validation_0-rmse:0.03578 [150] validation_0-rmse:0.03578 [151] validation_0-rmse:0.03582 [152] validation_0-rmse:0.03579 [153] validation_0-rmse:0.03581 [154] validation_0-rmse:0.03579 [155] validation_0-rmse:0.03579 [156] validation_0-rmse:0.03577 [157] validation_0-rmse:0.03580 [158] validation_0-rmse:0.03582 [159] validation_0-rmse:0.03582 [160] validation_0-rmse:0.03582 [161] validation_0-rmse:0.03583 [162] validation_0-rmse:0.03584 [163] validation_0-rmse:0.03574 [164] validation_0-rmse:0.03579 [165] validation_0-rmse:0.03581 [166] validation_0-rmse:0.03585 [167] validation_0-rmse:0.03584 [168] validation_0-rmse:0.03584 [169] validation_0-rmse:0.03585 [170] validation_0-rmse:0.03581 [171] validation_0-rmse:0.03581 [172] validation_0-rmse:0.03586 [173] validation_0-rmse:0.03584 [174] validation_0-rmse:0.03587 [175] validation_0-rmse:0.03585 [176] validation_0-rmse:0.03577 [177] validation_0-rmse:0.03573 [178] validation_0-rmse:0.03573 [179] validation_0-rmse:0.03574 [180] validation_0-rmse:0.03571 [181] validation_0-rmse:0.03568 [182] validation_0-rmse:0.03562 [183] validation_0-rmse:0.03563 [184] validation_0-rmse:0.03564 [185] validation_0-rmse:0.03571 [186] validation_0-rmse:0.03563 [187] validation_0-rmse:0.03557 [188] validation_0-rmse:0.03560 [189] validation_0-rmse:0.03560 [190] validation_0-rmse:0.03562 [191] validation_0-rmse:0.03563 [192] validation_0-rmse:0.03566 [193] validation_0-rmse:0.03570 [194] validation_0-rmse:0.03568 [195] validation_0-rmse:0.03569 [196] validation_0-rmse:0.03573 [197] validation_0-rmse:0.03575 [198] validation_0-rmse:0.03571 [199] validation_0-rmse:0.03574 [200] validation_0-rmse:0.03580 [201] validation_0-rmse:0.03576 [202] validation_0-rmse:0.03567 [203] validation_0-rmse:0.03572 [204] validation_0-rmse:0.03569 [205] validation_0-rmse:0.03569 [206] validation_0-rmse:0.03570 [207] validation_0-rmse:0.03575 [208] validation_0-rmse:0.03576 [209] validation_0-rmse:0.03575 [210] validation_0-rmse:0.03574 [211] validation_0-rmse:0.03573 [212] validation_0-rmse:0.03574 [213] validation_0-rmse:0.03575 [214] validation_0-rmse:0.03574 [215] validation_0-rmse:0.03570 [216] validation_0-rmse:0.03566 [217] validation_0-rmse:0.03561 [218] validation_0-rmse:0.03557 [219] validation_0-rmse:0.03557 [220] validation_0-rmse:0.03565 [221] validation_0-rmse:0.03567 [222] validation_0-rmse:0.03570 [223] validation_0-rmse:0.03562 [224] validation_0-rmse:0.03569 [225] validation_0-rmse:0.03567 [226] validation_0-rmse:0.03561 [227] validation_0-rmse:0.03560 [228] validation_0-rmse:0.03562 [229] validation_0-rmse:0.03567 [230] validation_0-rmse:0.03571 [231] validation_0-rmse:0.03571 [232] validation_0-rmse:0.03564 [233] validation_0-rmse:0.03565 [234] validation_0-rmse:0.03571 [235] validation_0-rmse:0.03573 [236] validation_0-rmse:0.03573 [237] validation_0-rmse:0.03557 [238] validation_0-rmse:0.03560 [239] validation_0-rmse:0.03558 [240] validation_0-rmse:0.03563 [241] validation_0-rmse:0.03570 [242] validation_0-rmse:0.03576 [243] validation_0-rmse:0.03569 [244] validation_0-rmse:0.03562 [245] validation_0-rmse:0.03565 [246] validation_0-rmse:0.03565 [247] validation_0-rmse:0.03559 [248] validation_0-rmse:0.03559 [249] validation_0-rmse:0.03561 [250] validation_0-rmse:0.03556 [251] validation_0-rmse:0.03561 [252] validation_0-rmse:0.03562 [253] validation_0-rmse:0.03562 [254] validation_0-rmse:0.03564 [255] validation_0-rmse:0.03565 [256] validation_0-rmse:0.03563 [257] validation_0-rmse:0.03540 [258] validation_0-rmse:0.03548 [259] validation_0-rmse:0.03548 [260] validation_0-rmse:0.03554 [261] validation_0-rmse:0.03556 [262] validation_0-rmse:0.03558 [263] validation_0-rmse:0.03564 [264] validation_0-rmse:0.03566 [265] validation_0-rmse:0.03572 [266] validation_0-rmse:0.03565 [267] validation_0-rmse:0.03565 [268] validation_0-rmse:0.03563 [269] validation_0-rmse:0.03568 [270] validation_0-rmse:0.03573 [271] validation_0-rmse:0.03566 [272] validation_0-rmse:0.03555 [273] validation_0-rmse:0.03559 [274] validation_0-rmse:0.03562 [275] validation_0-rmse:0.03568 [276] validation_0-rmse:0.03566 [277] validation_0-rmse:0.03563 [278] validation_0-rmse:0.03563 [279] validation_0-rmse:0.03568 [280] validation_0-rmse:0.03561 [281] validation_0-rmse:0.03560 [282] validation_0-rmse:0.03558 [283] validation_0-rmse:0.03564 [284] validation_0-rmse:0.03570 [285] validation_0-rmse:0.03571 [286] validation_0-rmse:0.03572 [287] validation_0-rmse:0.03566 [288] validation_0-rmse:0.03556 [289] validation_0-rmse:0.03554 [290] validation_0-rmse:0.03558 [291] validation_0-rmse:0.03552 [292] validation_0-rmse:0.03550 [293] validation_0-rmse:0.03548 [294] validation_0-rmse:0.03549 [295] validation_0-rmse:0.03551 [296] validation_0-rmse:0.03547 [297] validation_0-rmse:0.03553 [298] validation_0-rmse:0.03558 [299] validation_0-rmse:0.03560 [300] validation_0-rmse:0.03569 [301] validation_0-rmse:0.03571 [302] validation_0-rmse:0.03562 [303] validation_0-rmse:0.03569 [304] validation_0-rmse:0.03577 [305] validation_0-rmse:0.03564 [306] validation_0-rmse:0.03567 [307] validation_0-rmse:0.03561 [308] validation_0-rmse:0.03566 [309] validation_0-rmse:0.03570 [310] validation_0-rmse:0.03569 [311] validation_0-rmse:0.03563 [312] validation_0-rmse:0.03555
[I 2024-10-09 17:48:53,115] Trial 7 finished with value: 0.0012641249129788665 and parameters: {'n_estimators': 313, 'max_depth': 5, 'learning_rate': 0.11978227539668666, 'subsample': 0.9699555158144347, 'colsample_bytree': 0.9487534575837796, 'gamma': 8.407510303224356, 'min_child_weight': 2, 'reg_lambda': 0.006177471609072913, 'reg_alpha': 0.0029291851433266396}. Best is trial 2 with value: 0.0009457355532853491.
[0] validation_0-rmse:0.10569 [1] validation_0-rmse:0.10411 [2] validation_0-rmse:0.10255 [3] validation_0-rmse:0.10106 [4] validation_0-rmse:0.09955 [5] validation_0-rmse:0.09814 [6] validation_0-rmse:0.09671 [7] validation_0-rmse:0.09534 [8] validation_0-rmse:0.09405 [9] validation_0-rmse:0.09269 [10] validation_0-rmse:0.09138 [11] validation_0-rmse:0.09007 [12] validation_0-rmse:0.08876 [13] validation_0-rmse:0.08750 [14] validation_0-rmse:0.08641 [15] validation_0-rmse:0.08519 [16] validation_0-rmse:0.08395 [17] validation_0-rmse:0.08276 [18] validation_0-rmse:0.08179 [19] validation_0-rmse:0.08064 [20] validation_0-rmse:0.07949 [21] validation_0-rmse:0.07835 [22] validation_0-rmse:0.07719 [23] validation_0-rmse:0.07610 [24] validation_0-rmse:0.07511 [25] validation_0-rmse:0.07413 [26] validation_0-rmse:0.07313 [27] validation_0-rmse:0.07214 [28] validation_0-rmse:0.07135 [29] validation_0-rmse:0.07047 [30] validation_0-rmse:0.06963 [31] validation_0-rmse:0.06870 [32] 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validation_0-rmse:0.03502 [655] validation_0-rmse:0.03502 [656] validation_0-rmse:0.03503 [657] validation_0-rmse:0.03480 [658] validation_0-rmse:0.03481 [659] validation_0-rmse:0.03482 [660] validation_0-rmse:0.03481 [661] validation_0-rmse:0.03481 [662] validation_0-rmse:0.03481 [663] validation_0-rmse:0.03481 [664] validation_0-rmse:0.03481 [665] validation_0-rmse:0.03481 [666] validation_0-rmse:0.03481 [667] validation_0-rmse:0.03481 [668] validation_0-rmse:0.03481 [669] validation_0-rmse:0.03481 [670] validation_0-rmse:0.03480 [671] validation_0-rmse:0.03480 [672] validation_0-rmse:0.03480 [673] validation_0-rmse:0.03480 [674] validation_0-rmse:0.03480 [675] validation_0-rmse:0.03480 [676] validation_0-rmse:0.03480 [677] validation_0-rmse:0.03481 [678] validation_0-rmse:0.03482 [679] validation_0-rmse:0.03482
[I 2024-10-09 17:49:06,882] Trial 8 finished with value: 0.0012125856294824355 and parameters: {'n_estimators': 680, 'max_depth': 5, 'learning_rate': 0.01521487578887501, 'subsample': 0.6679927305982752, 'colsample_bytree': 0.8334025934660347, 'gamma': 2.874542488775065, 'min_child_weight': 6, 'reg_lambda': 0.003962193062747491, 'reg_alpha': 1.4005354261746794}. Best is trial 2 with value: 0.0009457355532853491.
[0] validation_0-rmse:0.08244 [1] validation_0-rmse:0.05977 [2] validation_0-rmse:0.05006 [3] validation_0-rmse:0.04027 [4] validation_0-rmse:0.03658 [5] validation_0-rmse:0.03692 [6] validation_0-rmse:0.03684 [7] validation_0-rmse:0.03750 [8] validation_0-rmse:0.03672 [9] validation_0-rmse:0.03624 [10] validation_0-rmse:0.03573 [11] validation_0-rmse:0.03649 [12] validation_0-rmse:0.03645 [13] validation_0-rmse:0.03681 [14] validation_0-rmse:0.03695 [15] validation_0-rmse:0.03713 [16] validation_0-rmse:0.03783 [17] validation_0-rmse:0.03841 [18] validation_0-rmse:0.03795 [19] validation_0-rmse:0.03764 [20] validation_0-rmse:0.03669 [21] validation_0-rmse:0.03738 [22] validation_0-rmse:0.03693 [23] validation_0-rmse:0.03681 [24] validation_0-rmse:0.03611 [25] validation_0-rmse:0.03656 [26] validation_0-rmse:0.03660 [27] validation_0-rmse:0.03654 [28] validation_0-rmse:0.03621 [29] validation_0-rmse:0.03676 [30] validation_0-rmse:0.03617 [31] validation_0-rmse:0.03620 [32] 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validation_0-rmse:0.03704 [314] validation_0-rmse:0.03805 [315] validation_0-rmse:0.03836 [316] validation_0-rmse:0.03774 [317] validation_0-rmse:0.03769 [318] validation_0-rmse:0.03706 [319] validation_0-rmse:0.03681 [320] validation_0-rmse:0.03741 [321] validation_0-rmse:0.03794 [322] validation_0-rmse:0.03802 [323] validation_0-rmse:0.03816 [324] validation_0-rmse:0.03766 [325] validation_0-rmse:0.03728 [326] validation_0-rmse:0.03708 [327] validation_0-rmse:0.03649 [328] validation_0-rmse:0.03693 [329] validation_0-rmse:0.03751 [330] validation_0-rmse:0.03759 [331] validation_0-rmse:0.03810 [332] validation_0-rmse:0.03842 [333] validation_0-rmse:0.03721 [334] validation_0-rmse:0.03763 [335] validation_0-rmse:0.03742 [336] validation_0-rmse:0.03689 [337] validation_0-rmse:0.03681 [338] validation_0-rmse:0.03636 [339] validation_0-rmse:0.03774 [340] validation_0-rmse:0.03752 [341] validation_0-rmse:0.03755 [342] validation_0-rmse:0.03724 [343] validation_0-rmse:0.03676 [344] validation_0-rmse:0.03690 [345] validation_0-rmse:0.03677 [346] validation_0-rmse:0.03645 [347] validation_0-rmse:0.03688 [348] validation_0-rmse:0.03681 [349] validation_0-rmse:0.03588 [350] validation_0-rmse:0.03732 [351] validation_0-rmse:0.03620 [352] validation_0-rmse:0.03643 [353] validation_0-rmse:0.03749 [354] validation_0-rmse:0.03734 [355] validation_0-rmse:0.03702 [356] validation_0-rmse:0.03712 [357] validation_0-rmse:0.03646 [358] validation_0-rmse:0.03711 [359] validation_0-rmse:0.03732 [360] validation_0-rmse:0.03781 [361] validation_0-rmse:0.03790 [362] validation_0-rmse:0.03795 [363] validation_0-rmse:0.03741 [364] validation_0-rmse:0.03741 [365] validation_0-rmse:0.03841 [366] validation_0-rmse:0.03834 [367] validation_0-rmse:0.03848 [368] validation_0-rmse:0.03795 [369] validation_0-rmse:0.03876 [370] validation_0-rmse:0.03858 [371] validation_0-rmse:0.03836 [372] validation_0-rmse:0.03835 [373] validation_0-rmse:0.03752 [374] validation_0-rmse:0.03772 [375] validation_0-rmse:0.03892 [376] validation_0-rmse:0.03759 [377] validation_0-rmse:0.03771 [378] validation_0-rmse:0.03738 [379] validation_0-rmse:0.03655 [380] validation_0-rmse:0.03727 [381] validation_0-rmse:0.03739 [382] validation_0-rmse:0.03662 [383] validation_0-rmse:0.03672 [384] validation_0-rmse:0.03641 [385] validation_0-rmse:0.03641 [386] validation_0-rmse:0.03733 [387] validation_0-rmse:0.03649 [388] validation_0-rmse:0.03636 [389] validation_0-rmse:0.03674 [390] validation_0-rmse:0.03700 [391] validation_0-rmse:0.03694 [392] validation_0-rmse:0.03738 [393] validation_0-rmse:0.03705 [394] validation_0-rmse:0.03776 [395] validation_0-rmse:0.03710 [396] validation_0-rmse:0.03664 [397] validation_0-rmse:0.03720 [398] validation_0-rmse:0.03723 [399] validation_0-rmse:0.03780 [400] validation_0-rmse:0.03659 [401] validation_0-rmse:0.03640 [402] validation_0-rmse:0.03765 [403] validation_0-rmse:0.03695 [404] validation_0-rmse:0.03617 [405] validation_0-rmse:0.03620 [406] validation_0-rmse:0.03678 [407] validation_0-rmse:0.03772 [408] validation_0-rmse:0.03789 [409] validation_0-rmse:0.03711 [410] validation_0-rmse:0.03716 [411] validation_0-rmse:0.03785 [412] validation_0-rmse:0.03786 [413] validation_0-rmse:0.03745 [414] validation_0-rmse:0.03804 [415] validation_0-rmse:0.03826 [416] validation_0-rmse:0.03808 [417] validation_0-rmse:0.03855 [418] validation_0-rmse:0.03759 [419] validation_0-rmse:0.03768 [420] validation_0-rmse:0.03750 [421] validation_0-rmse:0.03679 [422] validation_0-rmse:0.03687 [423] validation_0-rmse:0.03630 [424] validation_0-rmse:0.03592 [425] validation_0-rmse:0.03591 [426] validation_0-rmse:0.03588 [427] validation_0-rmse:0.03628 [428] validation_0-rmse:0.03652 [429] validation_0-rmse:0.03635 [430] validation_0-rmse:0.03648 [431] validation_0-rmse:0.03636 [432] validation_0-rmse:0.03673 [433] validation_0-rmse:0.03707 [434] validation_0-rmse:0.03717 [435] validation_0-rmse:0.03697 [436] validation_0-rmse:0.03663 [437] validation_0-rmse:0.03636 [438] validation_0-rmse:0.03604 [439] validation_0-rmse:0.03668 [440] validation_0-rmse:0.03653 [441] validation_0-rmse:0.03618 [442] validation_0-rmse:0.03701 [443] validation_0-rmse:0.03743 [444] validation_0-rmse:0.03779 [445] validation_0-rmse:0.03863 [446] validation_0-rmse:0.03753 [447] validation_0-rmse:0.03765 [448] validation_0-rmse:0.03831 [449] validation_0-rmse:0.03745 [450] validation_0-rmse:0.03703 [451] validation_0-rmse:0.03682 [452] validation_0-rmse:0.03642 [453] validation_0-rmse:0.03589 [454] validation_0-rmse:0.03661 [455] validation_0-rmse:0.03617 [456] validation_0-rmse:0.03700 [457] validation_0-rmse:0.03596 [458] validation_0-rmse:0.03669 [459] validation_0-rmse:0.03641 [460] validation_0-rmse:0.03784 [461] validation_0-rmse:0.03784 [462] validation_0-rmse:0.03740 [463] validation_0-rmse:0.03811 [464] validation_0-rmse:0.03790 [465] validation_0-rmse:0.03819 [466] validation_0-rmse:0.03739 [467] validation_0-rmse:0.03719 [468] validation_0-rmse:0.03769 [469] validation_0-rmse:0.03737 [470] validation_0-rmse:0.03686 [471] validation_0-rmse:0.03718 [472] validation_0-rmse:0.03781 [473] validation_0-rmse:0.03802 [474] validation_0-rmse:0.03708 [475] validation_0-rmse:0.03666 [476] validation_0-rmse:0.03732 [477] validation_0-rmse:0.03730 [478] validation_0-rmse:0.03837 [479] validation_0-rmse:0.03800 [480] validation_0-rmse:0.03763 [481] validation_0-rmse:0.03768 [482] validation_0-rmse:0.03779 [483] validation_0-rmse:0.03756 [484] validation_0-rmse:0.03757 [485] validation_0-rmse:0.03803 [486] validation_0-rmse:0.03753 [487] validation_0-rmse:0.03661 [488] validation_0-rmse:0.03660 [489] validation_0-rmse:0.03597 [490] validation_0-rmse:0.03619 [491] validation_0-rmse:0.03657 [492] validation_0-rmse:0.03711 [493] validation_0-rmse:0.03756 [494] validation_0-rmse:0.03777 [495] validation_0-rmse:0.03702 [496] validation_0-rmse:0.03642 [497] validation_0-rmse:0.03761 [498] validation_0-rmse:0.03763 [499] validation_0-rmse:0.03722 [500] validation_0-rmse:0.03712 [501] validation_0-rmse:0.03809 [502] validation_0-rmse:0.03761 [503] validation_0-rmse:0.03747 [504] validation_0-rmse:0.03748 [505] validation_0-rmse:0.03802 [506] validation_0-rmse:0.03688 [507] validation_0-rmse:0.03666 [508] validation_0-rmse:0.03628 [509] validation_0-rmse:0.03638 [510] validation_0-rmse:0.03707 [511] validation_0-rmse:0.03721 [512] validation_0-rmse:0.03693 [513] validation_0-rmse:0.03677 [514] validation_0-rmse:0.03691 [515] validation_0-rmse:0.03737 [516] validation_0-rmse:0.03772 [517] validation_0-rmse:0.03811 [518] validation_0-rmse:0.03853 [519] validation_0-rmse:0.03774 [520] validation_0-rmse:0.03770 [521] validation_0-rmse:0.03676 [522] validation_0-rmse:0.03664 [523] validation_0-rmse:0.03694 [524] validation_0-rmse:0.03711 [525] validation_0-rmse:0.03704 [526] validation_0-rmse:0.03702 [527] validation_0-rmse:0.03618 [528] validation_0-rmse:0.03597 [529] validation_0-rmse:0.03602 [530] validation_0-rmse:0.03580 [531] validation_0-rmse:0.03689 [532] validation_0-rmse:0.03799 [533] validation_0-rmse:0.03756 [534] validation_0-rmse:0.03795 [535] validation_0-rmse:0.03750 [536] validation_0-rmse:0.03716 [537] validation_0-rmse:0.03689 [538] validation_0-rmse:0.03708 [539] validation_0-rmse:0.03716 [540] validation_0-rmse:0.03663 [541] validation_0-rmse:0.03652 [542] validation_0-rmse:0.03669 [543] validation_0-rmse:0.03707 [544] validation_0-rmse:0.03682 [545] validation_0-rmse:0.03650 [546] validation_0-rmse:0.03617 [547] validation_0-rmse:0.03621 [548] validation_0-rmse:0.03633 [549] validation_0-rmse:0.03721 [550] validation_0-rmse:0.03738 [551] validation_0-rmse:0.03719 [552] validation_0-rmse:0.03724 [553] validation_0-rmse:0.03789 [554] validation_0-rmse:0.03826 [555] validation_0-rmse:0.03724 [556] validation_0-rmse:0.03818 [557] validation_0-rmse:0.03810
[I 2024-10-09 17:49:11,149] Trial 9 finished with value: 0.0014518286178621573 and parameters: {'n_estimators': 558, 'max_depth': 7, 'learning_rate': 0.2908895027590924, 'subsample': 0.5980980474492934, 'colsample_bytree': 0.578823548399223, 'gamma': 8.115615392445758, 'min_child_weight': 9, 'reg_lambda': 0.668677529817957, 'reg_alpha': 0.0015610740080821575}. Best is trial 2 with value: 0.0009457355532853491.
Best xgboost MSE for KNT-MIOTA: 0.0009457355532853491
Model Optimization for Pair: KNT-MIOTA: 67%|██████▋ | 2/3 [02:09<01:00, 60.94s/it][I 2024-10-09 17:49:11,166] A new study created in memory with name: no-name-8512a17f-dd49-41a8-bd7d-c7bcd24c27fa
[LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.7257171586389874, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7257171586389874 [LightGBM] [Warning] lambda_l2 is set=2.482987911399925, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.482987911399925 [LightGBM] [Warning] lambda_l1 is set=6.693976217493993, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.693976217493993 [LightGBM] [Warning] bagging_fraction is set=0.8673213226874081, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8673213226874081 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.7257171586389874, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7257171586389874 [LightGBM] [Warning] lambda_l2 is set=2.482987911399925, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.482987911399925 [LightGBM] [Warning] lambda_l1 is set=6.693976217493993, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.693976217493993 [LightGBM] [Warning] bagging_fraction is set=0.8673213226874081, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8673213226874081 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.7257171586389874, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7257171586389874 [LightGBM] [Warning] lambda_l2 is set=2.482987911399925, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.482987911399925 [LightGBM] [Warning] lambda_l1 is set=6.693976217493993, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.693976217493993 [LightGBM] [Warning] bagging_fraction is set=0.8673213226874081, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8673213226874081 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: 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-inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:49:11,526] Trial 0 finished with value: 0.0002760612040492342 and parameters: {'n_estimators': 236, 'max_depth': 12, 'learning_rate': 0.018826292409296393, 'num_leaves': 96, 'feature_fraction': 0.7257171586389874, 'bagging_fraction': 0.8673213226874081, 'lambda_l1': 6.693976217493993, 'lambda_l2': 2.482987911399925, 'min_child_samples': 28, 'min_split_gain': 0.029623400836319626, 'min_data_in_leaf': 6}. Best is trial 0 with value: 0.0002760612040492342.
[LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=28 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.7257171586389874, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7257171586389874 [LightGBM] [Warning] lambda_l2 is set=2.482987911399925, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.482987911399925 [LightGBM] [Warning] lambda_l1 is set=6.693976217493993, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.693976217493993 [LightGBM] [Warning] bagging_fraction is set=0.8673213226874081, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8673213226874081 [LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=34 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.9099945193341141, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9099945193341141 [LightGBM] [Warning] lambda_l2 is set=0.08247472159504245, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.08247472159504245 [LightGBM] [Warning] lambda_l1 is set=0.0014724131064045682, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0014724131064045682 [LightGBM] [Warning] bagging_fraction is set=0.5302014050778848, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5302014050778848 [LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=34 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.9099945193341141, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9099945193341141 [LightGBM] [Warning] lambda_l2 is set=0.08247472159504245, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.08247472159504245 [LightGBM] [Warning] lambda_l1 is set=0.0014724131064045682, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0014724131064045682 [LightGBM] [Warning] bagging_fraction is set=0.5302014050778848, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5302014050778848 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=34 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.9099945193341141, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9099945193341141 [LightGBM] [Warning] lambda_l2 is set=0.08247472159504245, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.08247472159504245 [LightGBM] [Warning] lambda_l1 is set=0.0014724131064045682, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0014724131064045682 [LightGBM] [Warning] bagging_fraction is set=0.5302014050778848, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5302014050778848 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:49:11,741] Trial 1 finished with value: 2.68880986432537e-05 and parameters: {'n_estimators': 136, 'max_depth': 10, 'learning_rate': 0.1425107413385308, 'num_leaves': 166, 'feature_fraction': 0.9099945193341141, 'bagging_fraction': 0.5302014050778848, 'lambda_l1': 0.0014724131064045682, 'lambda_l2': 0.08247472159504245, 'min_child_samples': 34, 'min_split_gain': 0.06669547313825709, 'min_data_in_leaf': 31}. Best is trial 1 with value: 2.68880986432537e-05.
[LightGBM] [Warning] min_data_in_leaf is set=31, min_child_samples=34 will be ignored. Current value: min_data_in_leaf=31 [LightGBM] [Warning] feature_fraction is set=0.9099945193341141, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9099945193341141 [LightGBM] [Warning] lambda_l2 is set=0.08247472159504245, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.08247472159504245 [LightGBM] [Warning] lambda_l1 is set=0.0014724131064045682, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0014724131064045682 [LightGBM] [Warning] bagging_fraction is set=0.5302014050778848, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5302014050778848 [LightGBM] [Warning] min_data_in_leaf is set=28, min_child_samples=68 will be ignored. Current value: min_data_in_leaf=28 [LightGBM] [Warning] feature_fraction is set=0.8119656186011132, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8119656186011132 [LightGBM] [Warning] lambda_l2 is set=0.0011547047349397196, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0011547047349397196 [LightGBM] [Warning] lambda_l1 is set=0.0027513216088880105, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027513216088880105 [LightGBM] [Warning] bagging_fraction is set=0.6941878148878502, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6941878148878502 [LightGBM] [Warning] min_data_in_leaf is set=28, min_child_samples=68 will be ignored. Current value: min_data_in_leaf=28 [LightGBM] [Warning] feature_fraction is set=0.8119656186011132, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8119656186011132 [LightGBM] [Warning] lambda_l2 is set=0.0011547047349397196, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0011547047349397196 [LightGBM] [Warning] lambda_l1 is set=0.0027513216088880105, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027513216088880105 [LightGBM] [Warning] bagging_fraction is set=0.6941878148878502, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6941878148878502 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=28, min_child_samples=68 will be ignored. Current value: min_data_in_leaf=28 [LightGBM] [Warning] feature_fraction is set=0.8119656186011132, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8119656186011132 [LightGBM] [Warning] lambda_l2 is set=0.0011547047349397196, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0011547047349397196 [LightGBM] [Warning] lambda_l1 is set=0.0027513216088880105, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027513216088880105 [LightGBM] [Warning] bagging_fraction is set=0.6941878148878502, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6941878148878502 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=28, min_child_samples=68 will be ignored. Current value: min_data_in_leaf=28 [LightGBM] [Warning] feature_fraction is set=0.8119656186011132, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8119656186011132 [LightGBM] [Warning] lambda_l2 is set=0.0011547047349397196, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0011547047349397196 [LightGBM] [Warning] lambda_l1 is set=0.0027513216088880105, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027513216088880105 [LightGBM] [Warning] bagging_fraction is set=0.6941878148878502, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6941878148878502
[I 2024-10-09 17:49:12,091] Trial 2 finished with value: 2.3192287708840094e-05 and parameters: {'n_estimators': 553, 'max_depth': 10, 'learning_rate': 0.2631114277267655, 'num_leaves': 102, 'feature_fraction': 0.8119656186011132, 'bagging_fraction': 0.6941878148878502, 'lambda_l1': 0.0027513216088880105, 'lambda_l2': 0.0011547047349397196, 'min_child_samples': 68, 'min_split_gain': 0.08850781307126987, 'min_data_in_leaf': 28}. Best is trial 2 with value: 2.3192287708840094e-05.
[LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=99 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.8406020992748374, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8406020992748374 [LightGBM] [Warning] lambda_l2 is set=0.0015252264519270262, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0015252264519270262 [LightGBM] [Warning] lambda_l1 is set=6.544792205664619, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.544792205664619 [LightGBM] [Warning] bagging_fraction is set=0.5867846236966863, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5867846236966863 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=99 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.8406020992748374, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8406020992748374 [LightGBM] [Warning] lambda_l2 is set=0.0015252264519270262, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0015252264519270262 [LightGBM] [Warning] lambda_l1 is set=6.544792205664619, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.544792205664619 [LightGBM] [Warning] bagging_fraction is set=0.5867846236966863, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5867846236966863 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=99 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.8406020992748374, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8406020992748374 [LightGBM] [Warning] lambda_l2 is set=0.0015252264519270262, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0015252264519270262 [LightGBM] [Warning] lambda_l1 is set=6.544792205664619, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.544792205664619 [LightGBM] [Warning] bagging_fraction is set=0.5867846236966863, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5867846236966863 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:49:12,419] Trial 3 finished with value: 0.0003304972872116487 and parameters: {'n_estimators': 504, 'max_depth': 9, 'learning_rate': 0.26887370227018187, 'num_leaves': 189, 'feature_fraction': 0.8406020992748374, 'bagging_fraction': 0.5867846236966863, 'lambda_l1': 6.544792205664619, 'lambda_l2': 0.0015252264519270262, 'min_child_samples': 99, 'min_split_gain': 0.08287519472052235, 'min_data_in_leaf': 14}. Best is trial 2 with value: 2.3192287708840094e-05.
[LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=99 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.8406020992748374, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8406020992748374 [LightGBM] [Warning] lambda_l2 is set=0.0015252264519270262, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0015252264519270262 [LightGBM] [Warning] lambda_l1 is set=6.544792205664619, reg_alpha=0.0 will be ignored. Current value: lambda_l1=6.544792205664619 [LightGBM] [Warning] bagging_fraction is set=0.5867846236966863, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5867846236966863 [LightGBM] [Warning] min_data_in_leaf is set=16, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=16 [LightGBM] [Warning] feature_fraction is set=0.5270307015220993, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5270307015220993 [LightGBM] [Warning] lambda_l2 is set=0.002724149152733107, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.002724149152733107 [LightGBM] [Warning] lambda_l1 is set=0.0639148681999533, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0639148681999533 [LightGBM] [Warning] bagging_fraction is set=0.7056233329569097, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7056233329569097 [LightGBM] [Warning] min_data_in_leaf is set=16, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=16 [LightGBM] [Warning] feature_fraction is set=0.5270307015220993, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5270307015220993 [LightGBM] [Warning] lambda_l2 is set=0.002724149152733107, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.002724149152733107 [LightGBM] [Warning] lambda_l1 is set=0.0639148681999533, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0639148681999533 [LightGBM] [Warning] bagging_fraction is set=0.7056233329569097, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7056233329569097 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=16, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=16 [LightGBM] [Warning] feature_fraction is set=0.5270307015220993, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5270307015220993 [LightGBM] [Warning] lambda_l2 is set=0.002724149152733107, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.002724149152733107 [LightGBM] [Warning] lambda_l1 is set=0.0639148681999533, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0639148681999533 [LightGBM] [Warning] bagging_fraction is set=0.7056233329569097, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7056233329569097 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:49:12,675] Trial 4 finished with value: 2.819329115929557e-05 and parameters: {'n_estimators': 326, 'max_depth': 11, 'learning_rate': 0.024059651029324197, 'num_leaves': 75, 'feature_fraction': 0.5270307015220993, 'bagging_fraction': 0.7056233329569097, 'lambda_l1': 0.0639148681999533, 'lambda_l2': 0.002724149152733107, 'min_child_samples': 40, 'min_split_gain': 0.05098996099038042, 'min_data_in_leaf': 16}. Best is trial 2 with value: 2.3192287708840094e-05.
[LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=16, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=16 [LightGBM] [Warning] feature_fraction is set=0.5270307015220993, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5270307015220993 [LightGBM] [Warning] lambda_l2 is set=0.002724149152733107, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.002724149152733107 [LightGBM] [Warning] lambda_l1 is set=0.0639148681999533, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0639148681999533 [LightGBM] [Warning] bagging_fraction is set=0.7056233329569097, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7056233329569097 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.9170769318274465, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9170769318274465 [LightGBM] [Warning] lambda_l2 is set=0.01113680060968042, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01113680060968042 [LightGBM] [Warning] lambda_l1 is set=0.005126097765363444, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005126097765363444 [LightGBM] [Warning] bagging_fraction is set=0.9928271887172906, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9928271887172906 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.9170769318274465, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9170769318274465 [LightGBM] [Warning] lambda_l2 is set=0.01113680060968042, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01113680060968042 [LightGBM] [Warning] lambda_l1 is set=0.005126097765363444, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005126097765363444 [LightGBM] [Warning] bagging_fraction is set=0.9928271887172906, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9928271887172906 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.9170769318274465, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9170769318274465 [LightGBM] [Warning] lambda_l2 is set=0.01113680060968042, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01113680060968042 [LightGBM] [Warning] lambda_l1 is set=0.005126097765363444, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005126097765363444 [LightGBM] [Warning] bagging_fraction is set=0.9928271887172906, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9928271887172906 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:49:12,903] Trial 5 finished with value: 2.0830242204309054e-05 and parameters: {'n_estimators': 210, 'max_depth': 10, 'learning_rate': 0.04131951647432816, 'num_leaves': 123, 'feature_fraction': 0.9170769318274465, 'bagging_fraction': 0.9928271887172906, 'lambda_l1': 0.005126097765363444, 'lambda_l2': 0.01113680060968042, 'min_child_samples': 93, 'min_split_gain': 0.028642540528824714, 'min_data_in_leaf': 23}. Best is trial 5 with value: 2.0830242204309054e-05.
[LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.9170769318274465, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9170769318274465 [LightGBM] [Warning] lambda_l2 is set=0.01113680060968042, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01113680060968042 [LightGBM] [Warning] lambda_l1 is set=0.005126097765363444, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005126097765363444 [LightGBM] [Warning] bagging_fraction is set=0.9928271887172906, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9928271887172906 [LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.8044340374014531, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8044340374014531 [LightGBM] [Warning] lambda_l2 is set=2.7373065289679923, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.7373065289679923 [LightGBM] [Warning] lambda_l1 is set=0.03243437226442265, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.03243437226442265 [LightGBM] [Warning] bagging_fraction is set=0.8939040999672335, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8939040999672335 [LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.8044340374014531, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8044340374014531 [LightGBM] [Warning] lambda_l2 is set=2.7373065289679923, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.7373065289679923 [LightGBM] [Warning] lambda_l1 is set=0.03243437226442265, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.03243437226442265 [LightGBM] [Warning] bagging_fraction is set=0.8939040999672335, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8939040999672335 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.8044340374014531, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8044340374014531 [LightGBM] [Warning] lambda_l2 is set=2.7373065289679923, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.7373065289679923 [LightGBM] [Warning] lambda_l1 is set=0.03243437226442265, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.03243437226442265 [LightGBM] [Warning] bagging_fraction is set=0.8939040999672335, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8939040999672335 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:49:13,237] Trial 6 finished with value: 3.107074597955105e-05 and parameters: {'n_estimators': 662, 'max_depth': 3, 'learning_rate': 0.08686959506866508, 'num_leaves': 136, 'feature_fraction': 0.8044340374014531, 'bagging_fraction': 0.8939040999672335, 'lambda_l1': 0.03243437226442265, 'lambda_l2': 2.7373065289679923, 'min_child_samples': 97, 'min_split_gain': 0.07491055134152459, 'min_data_in_leaf': 17}. Best is trial 5 with value: 2.0830242204309054e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=17, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=17 [LightGBM] [Warning] feature_fraction is set=0.8044340374014531, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8044340374014531 [LightGBM] [Warning] lambda_l2 is set=2.7373065289679923, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.7373065289679923 [LightGBM] [Warning] lambda_l1 is set=0.03243437226442265, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.03243437226442265 [LightGBM] [Warning] bagging_fraction is set=0.8939040999672335, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8939040999672335 [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=62 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.708863685706966, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.708863685706966 [LightGBM] [Warning] lambda_l2 is set=0.004013916734990975, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004013916734990975 [LightGBM] [Warning] lambda_l1 is set=0.21800559490331425, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.21800559490331425 [LightGBM] [Warning] bagging_fraction is set=0.5923442509698746, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5923442509698746 [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=62 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.708863685706966, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.708863685706966 [LightGBM] [Warning] lambda_l2 is set=0.004013916734990975, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004013916734990975 [LightGBM] [Warning] lambda_l1 is set=0.21800559490331425, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.21800559490331425 [LightGBM] [Warning] bagging_fraction is set=0.5923442509698746, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5923442509698746 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=62 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.708863685706966, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.708863685706966 [LightGBM] [Warning] lambda_l2 is set=0.004013916734990975, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004013916734990975 [LightGBM] [Warning] lambda_l1 is set=0.21800559490331425, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.21800559490331425 [LightGBM] [Warning] bagging_fraction is set=0.5923442509698746, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5923442509698746 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:49:14,006] Trial 7 finished with value: 5.490998616086334e-05 and parameters: {'n_estimators': 977, 'max_depth': 4, 'learning_rate': 0.1279099567243614, 'num_leaves': 146, 'feature_fraction': 0.708863685706966, 'bagging_fraction': 0.5923442509698746, 'lambda_l1': 0.21800559490331425, 'lambda_l2': 0.004013916734990975, 'min_child_samples': 62, 'min_split_gain': 0.0943765755748074, 'min_data_in_leaf': 36}. Best is trial 5 with value: 2.0830242204309054e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=62 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.708863685706966, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.708863685706966 [LightGBM] [Warning] lambda_l2 is set=0.004013916734990975, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.004013916734990975 [LightGBM] [Warning] lambda_l1 is set=0.21800559490331425, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.21800559490331425 [LightGBM] [Warning] bagging_fraction is set=0.5923442509698746, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5923442509698746 [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=46 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.8981884205214336, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8981884205214336 [LightGBM] [Warning] lambda_l2 is set=2.8056182467345643, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.8056182467345643 [LightGBM] [Warning] lambda_l1 is set=0.168441527908898, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.168441527908898 [LightGBM] [Warning] bagging_fraction is set=0.7211686401751802, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7211686401751802 [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=46 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.8981884205214336, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8981884205214336 [LightGBM] [Warning] lambda_l2 is set=2.8056182467345643, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.8056182467345643 [LightGBM] [Warning] lambda_l1 is set=0.168441527908898, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.168441527908898 [LightGBM] [Warning] bagging_fraction is set=0.7211686401751802, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7211686401751802 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=46 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.8981884205214336, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8981884205214336 [LightGBM] [Warning] lambda_l2 is set=2.8056182467345643, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.8056182467345643 [LightGBM] [Warning] lambda_l1 is set=0.168441527908898, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.168441527908898 [LightGBM] [Warning] bagging_fraction is set=0.7211686401751802, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7211686401751802 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:49:14,449] Trial 8 finished with value: 5.3480155242250996e-05 and parameters: {'n_estimators': 467, 'max_depth': 6, 'learning_rate': 0.0875547925662464, 'num_leaves': 94, 'feature_fraction': 0.8981884205214336, 'bagging_fraction': 0.7211686401751802, 'lambda_l1': 0.168441527908898, 'lambda_l2': 2.8056182467345643, 'min_child_samples': 46, 'min_split_gain': 0.09129296609345641, 'min_data_in_leaf': 39}. Best is trial 5 with value: 2.0830242204309054e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=46 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.8981884205214336, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8981884205214336 [LightGBM] [Warning] lambda_l2 is set=2.8056182467345643, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.8056182467345643 [LightGBM] [Warning] lambda_l1 is set=0.168441527908898, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.168441527908898 [LightGBM] [Warning] bagging_fraction is set=0.7211686401751802, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7211686401751802 [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.503032220811992, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.503032220811992 [LightGBM] [Warning] lambda_l2 is set=0.009534494529854536, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.009534494529854536 [LightGBM] [Warning] lambda_l1 is set=0.4904286475145679, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.4904286475145679 [LightGBM] [Warning] bagging_fraction is set=0.7612477857494148, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7612477857494148 [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.503032220811992, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.503032220811992 [LightGBM] [Warning] lambda_l2 is set=0.009534494529854536, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.009534494529854536 [LightGBM] [Warning] lambda_l1 is set=0.4904286475145679, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.4904286475145679 [LightGBM] [Warning] bagging_fraction is set=0.7612477857494148, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7612477857494148 [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.503032220811992, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.503032220811992 [LightGBM] [Warning] lambda_l2 is set=0.009534494529854536, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.009534494529854536 [LightGBM] [Warning] lambda_l1 is set=0.4904286475145679, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.4904286475145679 [LightGBM] [Warning] bagging_fraction is set=0.7612477857494148, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7612477857494148 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:49:14,624] Trial 9 finished with value: 3.630033030595412e-05 and parameters: {'n_estimators': 361, 'max_depth': 8, 'learning_rate': 0.20418336501944973, 'num_leaves': 107, 'feature_fraction': 0.503032220811992, 'bagging_fraction': 0.7612477857494148, 'lambda_l1': 0.4904286475145679, 'lambda_l2': 0.009534494529854536, 'min_child_samples': 75, 'min_split_gain': 0.07069567997914153, 'min_data_in_leaf': 36}. Best is trial 5 with value: 2.0830242204309054e-05.
Model Optimization for Pair: KNT-MIOTA: 100%|██████████| 3/3 [02:12<00:00, 34.70s/it]
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=36, min_child_samples=75 will be ignored. Current value: min_data_in_leaf=36 [LightGBM] [Warning] feature_fraction is set=0.503032220811992, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.503032220811992 [LightGBM] [Warning] lambda_l2 is set=0.009534494529854536, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.009534494529854536 [LightGBM] [Warning] lambda_l1 is set=0.4904286475145679, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.4904286475145679 [LightGBM] [Warning] bagging_fraction is set=0.7612477857494148, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7612477857494148 Best lightgbm MSE for KNT-MIOTA: 2.0830242204309054e-05 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.9170769318274465, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9170769318274465 [LightGBM] [Warning] lambda_l2 is set=0.01113680060968042, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01113680060968042 [LightGBM] [Warning] lambda_l1 is set=0.005126097765363444, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005126097765363444 [LightGBM] [Warning] bagging_fraction is set=0.9928271887172906, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9928271887172906 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.9170769318274465, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9170769318274465 [LightGBM] [Warning] lambda_l2 is set=0.01113680060968042, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01113680060968042 [LightGBM] [Warning] lambda_l1 is set=0.005126097765363444, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005126097765363444 [LightGBM] [Warning] bagging_fraction is set=0.9928271887172906, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9928271887172906 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000283 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3304 [LightGBM] [Info] Number of data points in the train set: 1028, number of used features: 13 [LightGBM] [Info] Start training from score -0.176836 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: 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[Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] 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requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
Pair Progress: 60%|██████ | 3/5 [05:38<04:01, 120.80s/it]
[LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.9170769318274465, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9170769318274465 [LightGBM] [Warning] lambda_l2 is set=0.01113680060968042, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01113680060968042 [LightGBM] [Warning] lambda_l1 is set=0.005126097765363444, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.005126097765363444 [LightGBM] [Warning] bagging_fraction is set=0.9928271887172906, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9928271887172906 Running for pair: MIX-PINK
Model Optimization for Pair: MIX-PINK: 0%| | 0/3 [00:00<?, ?it/s][I 2024-10-09 17:49:22,126] A new study created in memory with name: no-name-f22c1f7c-2282-4076-a29a-d7c3cdbcc46c
[I 2024-10-09 17:49:47,643] Trial 0 finished with value: 0.011418052076643561 and parameters: {'iterations': 887, 'depth': 10, 'learning_rate': 0.20620077036891157, 'l2_leaf_reg': 4.54015362048237, 'random_strength': 7.931541433675721, 'bagging_temperature': 0.5200399123422166, 'border_count': 107}. Best is trial 0 with value: 0.011418052076643561.
[I 2024-10-09 17:50:05,128] Trial 1 finished with value: 0.0018961602554030963 and parameters: {'iterations': 635, 'depth': 9, 'learning_rate': 0.017765899490147074, 'l2_leaf_reg': 3.0710079869110416, 'random_strength': 2.3621409604226975, 'bagging_temperature': 0.42446190837747233, 'border_count': 163}. Best is trial 1 with value: 0.0018961602554030963.
[I 2024-10-09 17:50:08,130] Trial 2 finished with value: 0.001021892386914935 and parameters: {'iterations': 818, 'depth': 4, 'learning_rate': 0.04316925884943598, 'l2_leaf_reg': 6.172200852731795, 'random_strength': 2.1678050065582894, 'bagging_temperature': 0.8091403955777873, 'border_count': 199}. Best is trial 2 with value: 0.001021892386914935.
[I 2024-10-09 17:50:15,956] Trial 3 finished with value: 0.006048151547775727 and parameters: {'iterations': 281, 'depth': 9, 'learning_rate': 0.04974960083934255, 'l2_leaf_reg': 9.301610351524852, 'random_strength': 1.7531790438014967, 'bagging_temperature': 0.9440052286194853, 'border_count': 155}. Best is trial 2 with value: 0.001021892386914935.
[I 2024-10-09 17:50:16,707] Trial 4 finished with value: 0.0027711270201019305 and parameters: {'iterations': 492, 'depth': 4, 'learning_rate': 0.05689478875534348, 'l2_leaf_reg': 7.942559569616984, 'random_strength': 0.45558159877304916, 'bagging_temperature': 0.46366560338964335, 'border_count': 69}. Best is trial 2 with value: 0.001021892386914935.
[I 2024-10-09 17:50:22,325] Trial 5 finished with value: 0.002561203152728954 and parameters: {'iterations': 344, 'depth': 8, 'learning_rate': 0.02790456099575082, 'l2_leaf_reg': 8.615658421238942, 'random_strength': 1.537948729961308, 'bagging_temperature': 0.33133835461808303, 'border_count': 169}. Best is trial 2 with value: 0.001021892386914935.
[I 2024-10-09 17:50:34,998] Trial 6 finished with value: 0.0029956872379085127 and parameters: {'iterations': 734, 'depth': 9, 'learning_rate': 0.012639931047769887, 'l2_leaf_reg': 3.9808634721484144, 'random_strength': 0.192389304628845, 'bagging_temperature': 0.8588285501517966, 'border_count': 89}. Best is trial 2 with value: 0.001021892386914935.
[I 2024-10-09 17:50:42,871] Trial 7 finished with value: 0.0020571560207504787 and parameters: {'iterations': 659, 'depth': 8, 'learning_rate': 0.025835750916721276, 'l2_leaf_reg': 1.68840103999554, 'random_strength': 4.2033364347011934, 'bagging_temperature': 0.671841310895038, 'border_count': 107}. Best is trial 2 with value: 0.001021892386914935.
[I 2024-10-09 17:51:04,022] Trial 8 finished with value: 0.00639556777994341 and parameters: {'iterations': 907, 'depth': 10, 'learning_rate': 0.2460178923375496, 'l2_leaf_reg': 1.6446480415699563, 'random_strength': 8.585173955446527, 'bagging_temperature': 0.06250599613066854, 'border_count': 83}. Best is trial 2 with value: 0.001021892386914935.
[I 2024-10-09 17:51:08,364] Trial 9 finished with value: 0.0034929850902039217 and parameters: {'iterations': 783, 'depth': 8, 'learning_rate': 0.23304277525509837, 'l2_leaf_reg': 5.03156141869027, 'random_strength': 2.1855134487743983, 'bagging_temperature': 0.09107488273333653, 'border_count': 45}. Best is trial 2 with value: 0.001021892386914935.
Model Optimization for Pair: MIX-PINK: 33%|███▎ | 1/3 [01:46<03:32, 106.25s/it][I 2024-10-09 17:51:08,383] A new study created in memory with name: no-name-dd1de5d0-211a-41bc-8b47-73db72333f1d
Best catboost MSE for MIX-PINK: 0.001021892386914935 [0] validation_0-rmse:0.39745 [1] validation_0-rmse:0.35807 [2] validation_0-rmse:0.32371 [3] validation_0-rmse:0.29004 [4] validation_0-rmse:0.26329 [5] validation_0-rmse:0.23610 [6] validation_0-rmse:0.21504 [7] validation_0-rmse:0.19625 [8] validation_0-rmse:0.17590 [9] validation_0-rmse:0.15694 [10] validation_0-rmse:0.14312 [11] validation_0-rmse:0.12771 [12] validation_0-rmse:0.11794 [13] validation_0-rmse:0.10712 [14] validation_0-rmse:0.10014 [15] validation_0-rmse:0.09282 [16] validation_0-rmse:0.07975 [17] validation_0-rmse:0.07459 [18] validation_0-rmse:0.06998 [19] validation_0-rmse:0.06624 [20] validation_0-rmse:0.06410 [21] validation_0-rmse:0.06244 [22] validation_0-rmse:0.06007 [23] validation_0-rmse:0.05625 [24] validation_0-rmse:0.05561 [25] validation_0-rmse:0.05476 [26] validation_0-rmse:0.05459 [27] validation_0-rmse:0.05425 [28] validation_0-rmse:0.05420 [29] validation_0-rmse:0.05424 [30] validation_0-rmse:0.05430 [31] validation_0-rmse:0.05439 [32] validation_0-rmse:0.05436 [33] validation_0-rmse:0.05445 [34] validation_0-rmse:0.05441 [35] validation_0-rmse:0.05441 [36] validation_0-rmse:0.05436 [37] validation_0-rmse:0.05431 [38] validation_0-rmse:0.05475 [39] validation_0-rmse:0.05479 [40] validation_0-rmse:0.05476 [41] validation_0-rmse:0.05470 [42] validation_0-rmse:0.05466 [43] validation_0-rmse:0.05463 [44] validation_0-rmse:0.05457 [45] validation_0-rmse:0.05455 [46] validation_0-rmse:0.05454 [47] validation_0-rmse:0.05452 [48] validation_0-rmse:0.05450 [49] validation_0-rmse:0.05447 [50] validation_0-rmse:0.05445 [51] validation_0-rmse:0.05445 [52] validation_0-rmse:0.05445 [53] validation_0-rmse:0.05444 [54] validation_0-rmse:0.05442 [55] validation_0-rmse:0.05443 [56] validation_0-rmse:0.05449 [57] validation_0-rmse:0.05446 [58] validation_0-rmse:0.05445 [59] validation_0-rmse:0.05444 [60] validation_0-rmse:0.05443 [61] validation_0-rmse:0.05443 [62] 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validation_0-rmse:0.05441 [95] validation_0-rmse:0.05441 [96] validation_0-rmse:0.05439 [97] validation_0-rmse:0.05442 [98] validation_0-rmse:0.05442 [99] validation_0-rmse:0.05440 [100] validation_0-rmse:0.05444 [101] validation_0-rmse:0.05443 [102] validation_0-rmse:0.05442 [103] validation_0-rmse:0.05445 [104] validation_0-rmse:0.05445 [105] validation_0-rmse:0.05442 [106] validation_0-rmse:0.05441 [107] validation_0-rmse:0.05443 [108] validation_0-rmse:0.05441 [109] validation_0-rmse:0.05441 [110] validation_0-rmse:0.05441 [111] validation_0-rmse:0.05439 [112] validation_0-rmse:0.05440 [113] validation_0-rmse:0.05439 [114] validation_0-rmse:0.05438 [115] validation_0-rmse:0.05436 [116] validation_0-rmse:0.05437 [117] validation_0-rmse:0.05441 [118] validation_0-rmse:0.05444 [119] validation_0-rmse:0.05444 [120] validation_0-rmse:0.05444 [121] validation_0-rmse:0.05440 [122] validation_0-rmse:0.05444 [123] validation_0-rmse:0.05442 [124] validation_0-rmse:0.05440 [125] 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[I 2024-10-09 17:51:13,691] Trial 0 finished with value: 0.0029559907136571415 and parameters: {'n_estimators': 446, 'max_depth': 12, 'learning_rate': 0.09015301608658734, 'subsample': 0.9306770391975565, 'colsample_bytree': 0.7019892607533884, 'gamma': 9.818819974767019, 'min_child_weight': 2, 'reg_lambda': 1.8771612936771234, 'reg_alpha': 0.08999922953505829}. Best is trial 0 with value: 0.0029559907136571415.
[0] validation_0-rmse:0.42383 [1] validation_0-rmse:0.40626 [2] validation_0-rmse:0.38926 [3] validation_0-rmse:0.37286 [4] validation_0-rmse:0.35756 [5] validation_0-rmse:0.34228 [6] validation_0-rmse:0.32808 [7] validation_0-rmse:0.31396 [8] validation_0-rmse:0.30058 [9] validation_0-rmse:0.28755 [10] validation_0-rmse:0.27501 [11] validation_0-rmse:0.26330 [12] validation_0-rmse:0.25135 [13] validation_0-rmse:0.24027 [14] validation_0-rmse:0.22916 [15] validation_0-rmse:0.21891 [16] validation_0-rmse:0.20893 [17] validation_0-rmse:0.20011 [18] validation_0-rmse:0.19103 [19] validation_0-rmse:0.18296 [20] validation_0-rmse:0.17459 [21] validation_0-rmse:0.16662 [22] validation_0-rmse:0.15894 [23] validation_0-rmse:0.15251 [24] validation_0-rmse:0.14545 [25] validation_0-rmse:0.13966 [26] validation_0-rmse:0.13318 [27] validation_0-rmse:0.12706 [28] validation_0-rmse:0.12184 [29] validation_0-rmse:0.11599 [30] validation_0-rmse:0.11052 [31] validation_0-rmse:0.10586 [32] 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[I 2024-10-09 17:51:17,102] Trial 1 finished with value: 0.0013634058496366835 and parameters: {'n_estimators': 366, 'max_depth': 6, 'learning_rate': 0.03756850269440424, 'subsample': 0.9683801663345746, 'colsample_bytree': 0.5263270557384981, 'gamma': 4.737296887696175, 'min_child_weight': 7, 'reg_lambda': 0.0034050958486591173, 'reg_alpha': 0.24142338331835045}. Best is trial 1 with value: 0.0013634058496366835.
[0] validation_0-rmse:0.39820 [1] validation_0-rmse:0.35769 [2] validation_0-rmse:0.32032 [3] validation_0-rmse:0.28662 [4] validation_0-rmse:0.25570 [5] validation_0-rmse:0.22727 [6] validation_0-rmse:0.20140 [7] validation_0-rmse:0.17775 [8] validation_0-rmse:0.15752 [9] validation_0-rmse:0.14054 [10] validation_0-rmse:0.12591 [11] validation_0-rmse:0.11087 [12] validation_0-rmse:0.09905 [13] validation_0-rmse:0.08658 [14] validation_0-rmse:0.07752 [15] validation_0-rmse:0.06692 [16] validation_0-rmse:0.06414 [17] validation_0-rmse:0.05777 [18] validation_0-rmse:0.05247 [19] validation_0-rmse:0.04774 [20] validation_0-rmse:0.04178 [21] validation_0-rmse:0.03848 [22] validation_0-rmse:0.03522 [23] validation_0-rmse:0.03387 [24] validation_0-rmse:0.03247 [25] validation_0-rmse:0.03198 [26] validation_0-rmse:0.03018 [27] validation_0-rmse:0.02924 [28] validation_0-rmse:0.02876 [29] validation_0-rmse:0.02869 [30] validation_0-rmse:0.02874 [31] validation_0-rmse:0.02878 [32] 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[I 2024-10-09 17:51:31,756] Trial 2 finished with value: 0.0006626231293761132 and parameters: {'n_estimators': 504, 'max_depth': 13, 'learning_rate': 0.09334246221643526, 'subsample': 0.6399961956100296, 'colsample_bytree': 0.891698290090035, 'gamma': 2.4166990324257434, 'min_child_weight': 3, 'reg_lambda': 1.3288988672584638, 'reg_alpha': 0.019607458997807654}. Best is trial 2 with value: 0.0006626231293761132.
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validation_0-rmse:0.01588 [221] validation_0-rmse:0.01588 [222] validation_0-rmse:0.01588 [223] validation_0-rmse:0.01588 [224] validation_0-rmse:0.01588 [225] validation_0-rmse:0.01588 [226] validation_0-rmse:0.01588 [227] validation_0-rmse:0.01588 [228] validation_0-rmse:0.01588 [229] validation_0-rmse:0.01588 [230] validation_0-rmse:0.01588 [231] validation_0-rmse:0.01588 [232] validation_0-rmse:0.01588 [233] validation_0-rmse:0.01588 [234] validation_0-rmse:0.01588 [235] validation_0-rmse:0.01588 [236] validation_0-rmse:0.01588 [237] validation_0-rmse:0.01588 [238] validation_0-rmse:0.01588 [239] validation_0-rmse:0.01588 [240] validation_0-rmse:0.01588 [241] validation_0-rmse:0.01588 [242] validation_0-rmse:0.01588 [243] validation_0-rmse:0.01588 [244] validation_0-rmse:0.01588 [245] validation_0-rmse:0.01588 [246] validation_0-rmse:0.01588 [247] validation_0-rmse:0.01588 [248] validation_0-rmse:0.01588 [249] validation_0-rmse:0.01588 [250] validation_0-rmse:0.01588 [251] validation_0-rmse:0.01588
[I 2024-10-09 17:51:36,622] Trial 3 finished with value: 0.0002520365979651068 and parameters: {'n_estimators': 252, 'max_depth': 12, 'learning_rate': 0.08190777431717956, 'subsample': 0.9975464500552599, 'colsample_bytree': 0.5590646095043996, 'gamma': 0.4281957682886661, 'min_child_weight': 6, 'reg_lambda': 0.8099952146397763, 'reg_alpha': 0.0790790629082185}. Best is trial 3 with value: 0.0002520365979651068.
[0] validation_0-rmse:0.36297 [1] validation_0-rmse:0.30000 [2] validation_0-rmse:0.24547 [3] validation_0-rmse:0.19918 [4] validation_0-rmse:0.15858 [5] validation_0-rmse:0.13021 [6] validation_0-rmse:0.10431 [7] validation_0-rmse:0.08309 [8] validation_0-rmse:0.07642 [9] validation_0-rmse:0.06107 [10] validation_0-rmse:0.04826 [11] validation_0-rmse:0.04068 [12] validation_0-rmse:0.03457 [13] validation_0-rmse:0.03155 [14] validation_0-rmse:0.02994 [15] validation_0-rmse:0.02769 [16] validation_0-rmse:0.02732 [17] validation_0-rmse:0.02643 [18] validation_0-rmse:0.02645 [19] validation_0-rmse:0.02755 [20] validation_0-rmse:0.02817 [21] validation_0-rmse:0.02845 [22] validation_0-rmse:0.02845 [23] validation_0-rmse:0.02845 [24] validation_0-rmse:0.02849 [25] validation_0-rmse:0.02836 [26] validation_0-rmse:0.02899 [27] validation_0-rmse:0.02940 [28] validation_0-rmse:0.02920 [29] validation_0-rmse:0.02920 [30] validation_0-rmse:0.02923 [31] validation_0-rmse:0.02906 [32] validation_0-rmse:0.02918 [33] validation_0-rmse:0.02918 [34] validation_0-rmse:0.02907 [35] validation_0-rmse:0.02907 [36] validation_0-rmse:0.02956 [37] validation_0-rmse:0.02931 [38] validation_0-rmse:0.02928 [39] validation_0-rmse:0.02953 [40] validation_0-rmse:0.02953 [41] validation_0-rmse:0.02953 [42] validation_0-rmse:0.02953 [43] validation_0-rmse:0.02909 [44] validation_0-rmse:0.02948 [45] validation_0-rmse:0.02984 [46] validation_0-rmse:0.02981 [47] validation_0-rmse:0.03010 [48] validation_0-rmse:0.03063 [49] validation_0-rmse:0.03058 [50] validation_0-rmse:0.03046 [51] validation_0-rmse:0.03048 [52] validation_0-rmse:0.03061 [53] validation_0-rmse:0.03051 [54] validation_0-rmse:0.03034 [55] validation_0-rmse:0.03037 [56] validation_0-rmse:0.03101 [57] validation_0-rmse:0.03095 [58] validation_0-rmse:0.03095 [59] validation_0-rmse:0.03072 [60] validation_0-rmse:0.03062 [61] validation_0-rmse:0.03047 [62] validation_0-rmse:0.03025 [63] validation_0-rmse:0.03051 [64] validation_0-rmse:0.03051 [65] validation_0-rmse:0.03075 [66] validation_0-rmse:0.03063 [67] validation_0-rmse:0.03069 [68] validation_0-rmse:0.03099 [69] validation_0-rmse:0.03095 [70] validation_0-rmse:0.03097 [71] validation_0-rmse:0.03137 [72] validation_0-rmse:0.03137 [73] validation_0-rmse:0.03083 [74] validation_0-rmse:0.03048 [75] validation_0-rmse:0.03048 [76] validation_0-rmse:0.03032 [77] validation_0-rmse:0.03040 [78] validation_0-rmse:0.03063 [79] validation_0-rmse:0.03062 [80] validation_0-rmse:0.03062 [81] validation_0-rmse:0.03079 [82] validation_0-rmse:0.03135 [83] validation_0-rmse:0.03132 [84] validation_0-rmse:0.03132 [85] validation_0-rmse:0.03118 [86] validation_0-rmse:0.03120 [87] validation_0-rmse:0.03084 [88] validation_0-rmse:0.03103 [89] validation_0-rmse:0.03094 [90] validation_0-rmse:0.03077 [91] validation_0-rmse:0.03094 [92] validation_0-rmse:0.03078 [93] validation_0-rmse:0.03078 [94] validation_0-rmse:0.03070 [95] validation_0-rmse:0.03043 [96] validation_0-rmse:0.03029 [97] validation_0-rmse:0.03090 [98] validation_0-rmse:0.03090 [99] validation_0-rmse:0.03090 [100] validation_0-rmse:0.03104 [101] validation_0-rmse:0.03071 [102] validation_0-rmse:0.03076 [103] validation_0-rmse:0.03076 [104] validation_0-rmse:0.03066 [105] validation_0-rmse:0.03045 [106] validation_0-rmse:0.03045 [107] validation_0-rmse:0.03089 [108] validation_0-rmse:0.03109 [109] validation_0-rmse:0.03104 [110] validation_0-rmse:0.03103 [111] validation_0-rmse:0.03096 [112] validation_0-rmse:0.03084 [113] validation_0-rmse:0.03053 [114] validation_0-rmse:0.03050 [115] validation_0-rmse:0.03026 [116] validation_0-rmse:0.03036 [117] validation_0-rmse:0.03075
[I 2024-10-09 17:51:38,910] Trial 4 finished with value: 0.0009455968888462738 and parameters: {'n_estimators': 118, 'max_depth': 15, 'learning_rate': 0.15981988626820576, 'subsample': 0.7287520171319384, 'colsample_bytree': 0.9974248616418402, 'gamma': 2.9738941650166795, 'min_child_weight': 8, 'reg_lambda': 0.464523809983735, 'reg_alpha': 0.5244451029690114}. Best is trial 3 with value: 0.0002520365979651068.
[0] validation_0-rmse:0.35778 [1] validation_0-rmse:0.28972 [2] validation_0-rmse:0.23731 [3] validation_0-rmse:0.19151 [4] validation_0-rmse:0.16026 [5] validation_0-rmse:0.12497 [6] validation_0-rmse:0.09795 [7] validation_0-rmse:0.08364 [8] validation_0-rmse:0.07267 [9] validation_0-rmse:0.06763 [10] validation_0-rmse:0.06116 [11] validation_0-rmse:0.05937 [12] validation_0-rmse:0.05593 [13] validation_0-rmse:0.05526 [14] validation_0-rmse:0.05432 [15] validation_0-rmse:0.05416 [16] validation_0-rmse:0.05428 [17] validation_0-rmse:0.05428 [18] validation_0-rmse:0.05428 [19] validation_0-rmse:0.05428 [20] validation_0-rmse:0.05464 [21] validation_0-rmse:0.05464 [22] validation_0-rmse:0.05464 [23] validation_0-rmse:0.05464 [24] validation_0-rmse:0.05464 [25] validation_0-rmse:0.05464 [26] validation_0-rmse:0.05464 [27] validation_0-rmse:0.05464 [28] validation_0-rmse:0.05464 [29] validation_0-rmse:0.05464 [30] validation_0-rmse:0.05464 [31] validation_0-rmse:0.05464 [32] validation_0-rmse:0.05464 [33] validation_0-rmse:0.05464 [34] validation_0-rmse:0.05464 [35] validation_0-rmse:0.05464 [36] validation_0-rmse:0.05464 [37] validation_0-rmse:0.05464 [38] validation_0-rmse:0.05464 [39] validation_0-rmse:0.05464 [40] validation_0-rmse:0.05464 [41] validation_0-rmse:0.05464 [42] validation_0-rmse:0.05464 [43] validation_0-rmse:0.05464 [44] validation_0-rmse:0.05464 [45] validation_0-rmse:0.05464 [46] validation_0-rmse:0.05464 [47] validation_0-rmse:0.05464 [48] validation_0-rmse:0.05464 [49] validation_0-rmse:0.05464 [50] validation_0-rmse:0.05464 [51] validation_0-rmse:0.05464 [52] validation_0-rmse:0.05464 [53] validation_0-rmse:0.05464 [54] validation_0-rmse:0.05464 [55] validation_0-rmse:0.05464 [56] validation_0-rmse:0.05464 [57] validation_0-rmse:0.05464 [58] validation_0-rmse:0.05464 [59] validation_0-rmse:0.05464 [60] validation_0-rmse:0.05464 [61] validation_0-rmse:0.05464 [62] validation_0-rmse:0.05464 [63] validation_0-rmse:0.05464 [64] validation_0-rmse:0.05464 [65] validation_0-rmse:0.05464 [66] validation_0-rmse:0.05464 [67] validation_0-rmse:0.05464 [68] validation_0-rmse:0.05464 [69] validation_0-rmse:0.05464 [70] validation_0-rmse:0.05464 [71] validation_0-rmse:0.05464 [72] validation_0-rmse:0.05464 [73] validation_0-rmse:0.05464 [74] validation_0-rmse:0.05464 [75] validation_0-rmse:0.05464 [76] validation_0-rmse:0.05464 [77] validation_0-rmse:0.05464 [78] validation_0-rmse:0.05464 [79] validation_0-rmse:0.05464 [80] validation_0-rmse:0.05464 [81] validation_0-rmse:0.05464 [82] validation_0-rmse:0.05464 [83] validation_0-rmse:0.05464 [84] validation_0-rmse:0.05464 [85] validation_0-rmse:0.05464 [86] validation_0-rmse:0.05464 [87] validation_0-rmse:0.05464 [88] validation_0-rmse:0.05464 [89] validation_0-rmse:0.05464 [90] validation_0-rmse:0.05464 [91] validation_0-rmse:0.05464 [92] validation_0-rmse:0.05464 [93] validation_0-rmse:0.05464 [94] validation_0-rmse:0.05464 [95] validation_0-rmse:0.05464 [96] validation_0-rmse:0.05464 [97] validation_0-rmse:0.05464 [98] validation_0-rmse:0.05464 [99] validation_0-rmse:0.05464 [100] validation_0-rmse:0.05464 [101] validation_0-rmse:0.05464 [102] validation_0-rmse:0.05464 [103] validation_0-rmse:0.05464 [104] validation_0-rmse:0.05464 [105] validation_0-rmse:0.05464 [106] validation_0-rmse:0.05464 [107] validation_0-rmse:0.05464 [108] validation_0-rmse:0.05464 [109] validation_0-rmse:0.05464 [110] validation_0-rmse:0.05464 [111] validation_0-rmse:0.05464 [112] validation_0-rmse:0.05464 [113] validation_0-rmse:0.05464 [114] validation_0-rmse:0.05464 [115] validation_0-rmse:0.05464 [116] validation_0-rmse:0.05464 [117] validation_0-rmse:0.05464 [118] validation_0-rmse:0.05464 [119] validation_0-rmse:0.05464 [120] validation_0-rmse:0.05464 [121] validation_0-rmse:0.05464 [122] validation_0-rmse:0.05464 [123] validation_0-rmse:0.05464 [124] validation_0-rmse:0.05464 [125] validation_0-rmse:0.05464 [126] validation_0-rmse:0.05464 [127] 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validation_0-rmse:0.05464 [190] validation_0-rmse:0.05464 [191] validation_0-rmse:0.05464 [192] validation_0-rmse:0.05464 [193] validation_0-rmse:0.05464 [194] validation_0-rmse:0.05464 [195] validation_0-rmse:0.05464 [196] validation_0-rmse:0.05464 [197] validation_0-rmse:0.05464 [198] validation_0-rmse:0.05464 [199] validation_0-rmse:0.05464 [200] validation_0-rmse:0.05464 [201] validation_0-rmse:0.05464 [202] validation_0-rmse:0.05464 [203] validation_0-rmse:0.05464 [204] validation_0-rmse:0.05464 [205] validation_0-rmse:0.05464 [206] validation_0-rmse:0.05464 [207] validation_0-rmse:0.05464 [208] validation_0-rmse:0.05464 [209] validation_0-rmse:0.05464 [210] validation_0-rmse:0.05464 [211] validation_0-rmse:0.05464 [212] validation_0-rmse:0.05464 [213] validation_0-rmse:0.05464 [214] validation_0-rmse:0.05464 [215] validation_0-rmse:0.05464 [216] validation_0-rmse:0.05464 [217] validation_0-rmse:0.05464 [218] validation_0-rmse:0.05464 [219] validation_0-rmse:0.05464 [220] validation_0-rmse:0.05464 [221] validation_0-rmse:0.05464 [222] validation_0-rmse:0.05464 [223] validation_0-rmse:0.05464 [224] validation_0-rmse:0.05464 [225] validation_0-rmse:0.05464 [226] validation_0-rmse:0.05464 [227] validation_0-rmse:0.05464 [228] validation_0-rmse:0.05464 [229] validation_0-rmse:0.05464 [230] validation_0-rmse:0.05464 [231] validation_0-rmse:0.05464 [232] validation_0-rmse:0.05464 [233] validation_0-rmse:0.05464 [234] validation_0-rmse:0.05464 [235] validation_0-rmse:0.05464 [236] validation_0-rmse:0.05464 [237] validation_0-rmse:0.05464 [238] validation_0-rmse:0.05464 [239] validation_0-rmse:0.05464 [240] validation_0-rmse:0.05464 [241] validation_0-rmse:0.05464 [242] validation_0-rmse:0.05464 [243] validation_0-rmse:0.05464 [244] validation_0-rmse:0.05464 [245] validation_0-rmse:0.05464 [246] validation_0-rmse:0.05464 [247] validation_0-rmse:0.05464 [248] validation_0-rmse:0.05464 [249] validation_0-rmse:0.05464 [250] validation_0-rmse:0.05464 [251] validation_0-rmse:0.05464 [252] validation_0-rmse:0.05464 [253] validation_0-rmse:0.05464 [254] validation_0-rmse:0.05464 [255] validation_0-rmse:0.05464 [256] validation_0-rmse:0.05464 [257] validation_0-rmse:0.05464 [258] validation_0-rmse:0.05464 [259] validation_0-rmse:0.05464 [260] validation_0-rmse:0.05464 [261] validation_0-rmse:0.05464 [262] validation_0-rmse:0.05464 [263] validation_0-rmse:0.05464 [264] validation_0-rmse:0.05464 [265] validation_0-rmse:0.05464 [266] validation_0-rmse:0.05464 [267] validation_0-rmse:0.05464 [268] validation_0-rmse:0.05464 [269] validation_0-rmse:0.05464 [270] validation_0-rmse:0.05464 [271] validation_0-rmse:0.05464 [272] validation_0-rmse:0.05464 [273] validation_0-rmse:0.05464 [274] validation_0-rmse:0.05464 [275] validation_0-rmse:0.05464 [276] validation_0-rmse:0.05464 [277] validation_0-rmse:0.05464 [278] validation_0-rmse:0.05464 [279] validation_0-rmse:0.05464 [280] validation_0-rmse:0.05464 [281] validation_0-rmse:0.05464 [282] validation_0-rmse:0.05464 [283] validation_0-rmse:0.05464 [284] validation_0-rmse:0.05464 [285] validation_0-rmse:0.05464 [286] validation_0-rmse:0.05464 [287] validation_0-rmse:0.05464 [288] validation_0-rmse:0.05464 [289] validation_0-rmse:0.05464 [290] validation_0-rmse:0.05464 [291] validation_0-rmse:0.05464 [292] validation_0-rmse:0.05464 [293] validation_0-rmse:0.05464 [294] validation_0-rmse:0.05464 [295] validation_0-rmse:0.05464 [296] validation_0-rmse:0.05464 [297] validation_0-rmse:0.05464 [298] validation_0-rmse:0.05464 [299] validation_0-rmse:0.05464 [300] validation_0-rmse:0.05464 [301] validation_0-rmse:0.05464 [302] validation_0-rmse:0.05464
[I 2024-10-09 17:51:42,140] Trial 5 finished with value: 0.002985802580771629 and parameters: {'n_estimators': 303, 'max_depth': 8, 'learning_rate': 0.17609592935572477, 'subsample': 0.9166844634038276, 'colsample_bytree': 0.636685692768845, 'gamma': 6.276682406723118, 'min_child_weight': 9, 'reg_lambda': 0.0012215452197192115, 'reg_alpha': 6.780150437410308}. Best is trial 3 with value: 0.0002520365979651068.
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[I 2024-10-09 17:51:50,034] Trial 6 finished with value: 0.0003263938443357421 and parameters: {'n_estimators': 635, 'max_depth': 14, 'learning_rate': 0.0220693306423304, 'subsample': 0.9417358207269066, 'colsample_bytree': 0.6453934574249733, 'gamma': 0.6826629866875333, 'min_child_weight': 4, 'reg_lambda': 9.316583189901532, 'reg_alpha': 9.731683791773923}. Best is trial 3 with value: 0.0002520365979651068.
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[I 2024-10-09 17:51:56,042] Trial 7 finished with value: 0.0006916630913787558 and parameters: {'n_estimators': 592, 'max_depth': 6, 'learning_rate': 0.01474910573902277, 'subsample': 0.9552948520513711, 'colsample_bytree': 0.8744174509803833, 'gamma': 2.8054011292307877, 'min_child_weight': 8, 'reg_lambda': 6.541776832407407, 'reg_alpha': 0.5478277430608184}. Best is trial 3 with value: 0.0002520365979651068.
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[I 2024-10-09 17:52:02,450] Trial 8 finished with value: 0.002968946213511346 and parameters: {'n_estimators': 646, 'max_depth': 11, 'learning_rate': 0.15290571885819554, 'subsample': 0.7222951095269765, 'colsample_bytree': 0.731471175922609, 'gamma': 7.999666595933851, 'min_child_weight': 6, 'reg_lambda': 5.106152726034369, 'reg_alpha': 0.13794374401665774}. Best is trial 3 with value: 0.0002520365979651068.
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validation_0-rmse:0.04476 [624] validation_0-rmse:0.04476 [625] validation_0-rmse:0.04476 [626] validation_0-rmse:0.04476 [627] validation_0-rmse:0.04476 [628] validation_0-rmse:0.04476 [629] validation_0-rmse:0.04475 [630] validation_0-rmse:0.04474 [631] validation_0-rmse:0.04472 [632] validation_0-rmse:0.04472 [633] validation_0-rmse:0.04472 [634] validation_0-rmse:0.04472 [635] validation_0-rmse:0.04472 [636] validation_0-rmse:0.04472 [637] validation_0-rmse:0.04472 [638] validation_0-rmse:0.04472 [639] validation_0-rmse:0.04472 [640] validation_0-rmse:0.04472 [641] validation_0-rmse:0.04472 [642] validation_0-rmse:0.04472 [643] validation_0-rmse:0.04472 [644] validation_0-rmse:0.04472 [645] validation_0-rmse:0.04472 [646] validation_0-rmse:0.04472 [647] validation_0-rmse:0.04472 [648] validation_0-rmse:0.04472 [649] validation_0-rmse:0.04472 [650] validation_0-rmse:0.04472 [651] validation_0-rmse:0.04472 [652] validation_0-rmse:0.04472 [653] validation_0-rmse:0.04472 [654] validation_0-rmse:0.04472 [655] validation_0-rmse:0.04472 [656] validation_0-rmse:0.04472 [657] validation_0-rmse:0.04472 [658] validation_0-rmse:0.04472 [659] validation_0-rmse:0.04472 [660] validation_0-rmse:0.04472 [661] validation_0-rmse:0.04471 [662] validation_0-rmse:0.04470 [663] validation_0-rmse:0.04470 [664] validation_0-rmse:0.04470 [665] validation_0-rmse:0.04470 [666] validation_0-rmse:0.04470 [667] validation_0-rmse:0.04470 [668] validation_0-rmse:0.04470 [669] validation_0-rmse:0.04470 [670] validation_0-rmse:0.04470 [671] validation_0-rmse:0.04470 [672] validation_0-rmse:0.04469 [673] validation_0-rmse:0.04469 [674] validation_0-rmse:0.04469 [675] validation_0-rmse:0.04469 [676] validation_0-rmse:0.04469 [677] validation_0-rmse:0.04469 [678] validation_0-rmse:0.04469 [679] validation_0-rmse:0.04469 [680] validation_0-rmse:0.04469 [681] validation_0-rmse:0.04469 [682] validation_0-rmse:0.04469 [683] validation_0-rmse:0.04469 [684] validation_0-rmse:0.04469 [685] validation_0-rmse:0.04469 [686] validation_0-rmse:0.04469 [687] validation_0-rmse:0.04469 [688] validation_0-rmse:0.04469 [689] validation_0-rmse:0.04469 [690] validation_0-rmse:0.04469 [691] validation_0-rmse:0.04468 [692] validation_0-rmse:0.04468 [693] validation_0-rmse:0.04468 [694] validation_0-rmse:0.04468 [695] validation_0-rmse:0.04468 [696] validation_0-rmse:0.04468 [697] validation_0-rmse:0.04468 [698] validation_0-rmse:0.04468 [699] validation_0-rmse:0.04468 [700] validation_0-rmse:0.04468 [701] validation_0-rmse:0.04468 [702] validation_0-rmse:0.04468 [703] validation_0-rmse:0.04468 [704] validation_0-rmse:0.04467 [705] validation_0-rmse:0.04467 [706] validation_0-rmse:0.04467 [707] validation_0-rmse:0.04467 [708] validation_0-rmse:0.04467 [709] validation_0-rmse:0.04467 [710] validation_0-rmse:0.04467 [711] validation_0-rmse:0.04467 [712] validation_0-rmse:0.04467 [713] validation_0-rmse:0.04467 [714] validation_0-rmse:0.04467 [715] validation_0-rmse:0.04468 [716] validation_0-rmse:0.04468 [717] validation_0-rmse:0.04468 [718] validation_0-rmse:0.04468 [719] validation_0-rmse:0.04468 [720] validation_0-rmse:0.04468 [721] validation_0-rmse:0.04468 [722] validation_0-rmse:0.04467 [723] validation_0-rmse:0.04467 [724] validation_0-rmse:0.04467 [725] validation_0-rmse:0.04467 [726] validation_0-rmse:0.04467 [727] validation_0-rmse:0.04467 [728] validation_0-rmse:0.04467 [729] validation_0-rmse:0.04467 [730] validation_0-rmse:0.04467 [731] validation_0-rmse:0.04467 [732] validation_0-rmse:0.04467 [733] validation_0-rmse:0.04467 [734] validation_0-rmse:0.04467 [735] validation_0-rmse:0.04467 [736] validation_0-rmse:0.04467 [737] validation_0-rmse:0.04467 [738] validation_0-rmse:0.04467 [739] validation_0-rmse:0.04466 [740] validation_0-rmse:0.04466 [741] validation_0-rmse:0.04466 [742] validation_0-rmse:0.04466 [743] validation_0-rmse:0.04466 [744] validation_0-rmse:0.04466 [745] validation_0-rmse:0.04466 [746] validation_0-rmse:0.04466 [747] validation_0-rmse:0.04466 [748] validation_0-rmse:0.04468 [749] validation_0-rmse:0.04468 [750] validation_0-rmse:0.04468 [751] validation_0-rmse:0.04468 [752] validation_0-rmse:0.04468 [753] validation_0-rmse:0.04468 [754] validation_0-rmse:0.04468 [755] validation_0-rmse:0.04468 [756] validation_0-rmse:0.04468 [757] validation_0-rmse:0.04468 [758] validation_0-rmse:0.04467 [759] validation_0-rmse:0.04467 [760] validation_0-rmse:0.04470 [761] validation_0-rmse:0.04472 [762] validation_0-rmse:0.04472 [763] validation_0-rmse:0.04471 [764] validation_0-rmse:0.04471 [765] validation_0-rmse:0.04470 [766] validation_0-rmse:0.04470 [767] validation_0-rmse:0.04470 [768] validation_0-rmse:0.04470 [769] validation_0-rmse:0.04470 [770] validation_0-rmse:0.04470 [771] validation_0-rmse:0.04470 [772] validation_0-rmse:0.04470 [773] validation_0-rmse:0.04470 [774] validation_0-rmse:0.04469 [775] validation_0-rmse:0.04469 [776] validation_0-rmse:0.04469 [777] validation_0-rmse:0.04469 [778] validation_0-rmse:0.04469 [779] validation_0-rmse:0.04469 [780] validation_0-rmse:0.04469 [781] validation_0-rmse:0.04469 [782] validation_0-rmse:0.04470 [783] validation_0-rmse:0.04470 [784] validation_0-rmse:0.04470 [785] validation_0-rmse:0.04470 [786] validation_0-rmse:0.04470 [787] validation_0-rmse:0.04470 [788] validation_0-rmse:0.04470 [789] validation_0-rmse:0.04470 [790] validation_0-rmse:0.04470 [791] validation_0-rmse:0.04470 [792] validation_0-rmse:0.04470 [793] validation_0-rmse:0.04470 [794] validation_0-rmse:0.04469
[I 2024-10-09 17:52:17,439] Trial 9 finished with value: 0.001997080942239027 and parameters: {'n_estimators': 795, 'max_depth': 6, 'learning_rate': 0.022876263248895752, 'subsample': 0.8470372163184666, 'colsample_bytree': 0.5255376750082559, 'gamma': 4.9556988589331805, 'min_child_weight': 2, 'reg_lambda': 0.005665193441212972, 'reg_alpha': 1.9531058363878513}. Best is trial 3 with value: 0.0002520365979651068.
Model Optimization for Pair: MIX-PINK: 67%|██████▋ | 2/3 [02:55<01:24, 84.38s/it] [I 2024-10-09 17:52:17,457] A new study created in memory with name: no-name-f79699cf-6fc5-4d19-9a4c-cd13e94fc9f4
Best xgboost MSE for MIX-PINK: 0.0002520365979651068 [LightGBM] [Warning] min_data_in_leaf is set=40, min_child_samples=44 will be ignored. Current value: min_data_in_leaf=40 [LightGBM] [Warning] feature_fraction is set=0.6432907435421819, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6432907435421819 [LightGBM] [Warning] lambda_l2 is set=0.16393624785775956, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.16393624785775956 [LightGBM] [Warning] lambda_l1 is set=0.004625331983538611, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.004625331983538611 [LightGBM] [Warning] bagging_fraction is set=0.6931817474189963, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6931817474189963 [LightGBM] [Warning] min_data_in_leaf is set=40, min_child_samples=44 will be ignored. Current value: min_data_in_leaf=40 [LightGBM] [Warning] feature_fraction is set=0.6432907435421819, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6432907435421819 [LightGBM] [Warning] lambda_l2 is set=0.16393624785775956, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.16393624785775956 [LightGBM] [Warning] lambda_l1 is set=0.004625331983538611, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.004625331983538611 [LightGBM] [Warning] bagging_fraction is set=0.6931817474189963, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6931817474189963 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=40, min_child_samples=44 will be ignored. Current value: min_data_in_leaf=40 [LightGBM] [Warning] feature_fraction is set=0.6432907435421819, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6432907435421819 [LightGBM] [Warning] lambda_l2 is set=0.16393624785775956, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.16393624785775956 [LightGBM] [Warning] lambda_l1 is set=0.004625331983538611, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.004625331983538611 [LightGBM] [Warning] bagging_fraction is set=0.6931817474189963, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6931817474189963 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:52:17,596] Trial 0 finished with value: 0.007306480764350003 and parameters: {'n_estimators': 127, 'max_depth': 12, 'learning_rate': 0.12440835318988608, 'num_leaves': 75, 'feature_fraction': 0.6432907435421819, 'bagging_fraction': 0.6931817474189963, 'lambda_l1': 0.004625331983538611, 'lambda_l2': 0.16393624785775956, 'min_child_samples': 44, 'min_split_gain': 0.05834564361204803, 'min_data_in_leaf': 40}. Best is trial 0 with value: 0.007306480764350003.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] min_data_in_leaf is set=40, min_child_samples=44 will be ignored. Current value: min_data_in_leaf=40 [LightGBM] [Warning] feature_fraction is set=0.6432907435421819, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6432907435421819 [LightGBM] [Warning] lambda_l2 is set=0.16393624785775956, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.16393624785775956 [LightGBM] [Warning] lambda_l1 is set=0.004625331983538611, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.004625331983538611 [LightGBM] [Warning] bagging_fraction is set=0.6931817474189963, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6931817474189963 [LightGBM] [Warning] min_data_in_leaf is set=47, min_child_samples=33 will be ignored. Current value: min_data_in_leaf=47 [LightGBM] [Warning] feature_fraction is set=0.9533083630214039, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9533083630214039 [LightGBM] [Warning] lambda_l2 is set=0.01912547932917661, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01912547932917661 [LightGBM] [Warning] lambda_l1 is set=0.011041404026809478, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011041404026809478 [LightGBM] [Warning] bagging_fraction is set=0.5696710286171446, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5696710286171446 [LightGBM] [Warning] min_data_in_leaf is set=47, min_child_samples=33 will be ignored. Current value: min_data_in_leaf=47 [LightGBM] [Warning] feature_fraction is set=0.9533083630214039, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9533083630214039 [LightGBM] [Warning] lambda_l2 is set=0.01912547932917661, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01912547932917661 [LightGBM] [Warning] lambda_l1 is set=0.011041404026809478, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011041404026809478 [LightGBM] [Warning] bagging_fraction is set=0.5696710286171446, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5696710286171446 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=47, min_child_samples=33 will be ignored. Current value: min_data_in_leaf=47 [LightGBM] [Warning] feature_fraction is set=0.9533083630214039, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9533083630214039 [LightGBM] [Warning] lambda_l2 is set=0.01912547932917661, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01912547932917661 [LightGBM] [Warning] lambda_l1 is set=0.011041404026809478, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011041404026809478 [LightGBM] [Warning] bagging_fraction is set=0.5696710286171446, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5696710286171446 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:52:18,084] Trial 1 finished with value: 0.06978718263365362 and parameters: {'n_estimators': 981, 'max_depth': 6, 'learning_rate': 0.2812126170616823, 'num_leaves': 56, 'feature_fraction': 0.9533083630214039, 'bagging_fraction': 0.5696710286171446, 'lambda_l1': 0.011041404026809478, 'lambda_l2': 0.01912547932917661, 'min_child_samples': 33, 'min_split_gain': 0.050694294004799294, 'min_data_in_leaf': 47}. Best is trial 0 with value: 0.007306480764350003.
[LightGBM] [Warning] min_data_in_leaf is set=47, min_child_samples=33 will be ignored. Current value: min_data_in_leaf=47 [LightGBM] [Warning] feature_fraction is set=0.9533083630214039, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9533083630214039 [LightGBM] [Warning] lambda_l2 is set=0.01912547932917661, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01912547932917661 [LightGBM] [Warning] lambda_l1 is set=0.011041404026809478, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.011041404026809478 [LightGBM] [Warning] bagging_fraction is set=0.5696710286171446, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5696710286171446 [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.5458394860896734, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5458394860896734 [LightGBM] [Warning] lambda_l2 is set=0.0799019693366365, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0799019693366365 [LightGBM] [Warning] lambda_l1 is set=0.002739725419105335, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002739725419105335 [LightGBM] [Warning] bagging_fraction is set=0.7116151172871509, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7116151172871509 [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.5458394860896734, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5458394860896734 [LightGBM] [Warning] lambda_l2 is set=0.0799019693366365, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0799019693366365 [LightGBM] [Warning] lambda_l1 is set=0.002739725419105335, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002739725419105335 [LightGBM] [Warning] bagging_fraction is set=0.7116151172871509, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7116151172871509 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.5458394860896734, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5458394860896734 [LightGBM] [Warning] lambda_l2 is set=0.0799019693366365, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0799019693366365 [LightGBM] [Warning] lambda_l1 is set=0.002739725419105335, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002739725419105335 [LightGBM] [Warning] bagging_fraction is set=0.7116151172871509, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7116151172871509 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:52:18,433] Trial 2 finished with value: 0.002795735008061148 and parameters: {'n_estimators': 703, 'max_depth': 6, 'learning_rate': 0.1212780738530934, 'num_leaves': 63, 'feature_fraction': 0.5458394860896734, 'bagging_fraction': 0.7116151172871509, 'lambda_l1': 0.002739725419105335, 'lambda_l2': 0.0799019693366365, 'min_child_samples': 97, 'min_split_gain': 0.08883119005468254, 'min_data_in_leaf': 39}. Best is trial 2 with value: 0.002795735008061148.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=39, min_child_samples=97 will be ignored. Current value: min_data_in_leaf=39 [LightGBM] [Warning] feature_fraction is set=0.5458394860896734, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5458394860896734 [LightGBM] [Warning] lambda_l2 is set=0.0799019693366365, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0799019693366365 [LightGBM] [Warning] lambda_l1 is set=0.002739725419105335, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002739725419105335 [LightGBM] [Warning] bagging_fraction is set=0.7116151172871509, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7116151172871509 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=83 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.968330339810431, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.968330339810431 [LightGBM] [Warning] lambda_l2 is set=0.005424836439389124, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.005424836439389124 [LightGBM] [Warning] lambda_l1 is set=0.05992384876088475, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.05992384876088475 [LightGBM] [Warning] bagging_fraction is set=0.8755389318714482, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8755389318714482 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=83 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.968330339810431, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.968330339810431 [LightGBM] [Warning] lambda_l2 is set=0.005424836439389124, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.005424836439389124 [LightGBM] [Warning] lambda_l1 is set=0.05992384876088475, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.05992384876088475 [LightGBM] [Warning] bagging_fraction is set=0.8755389318714482, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8755389318714482 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=83 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.968330339810431, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.968330339810431 [LightGBM] [Warning] lambda_l2 is set=0.005424836439389124, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.005424836439389124 [LightGBM] [Warning] lambda_l1 is set=0.05992384876088475, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.05992384876088475 [LightGBM] [Warning] bagging_fraction is set=0.8755389318714482, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8755389318714482 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:52:18,858] Trial 3 finished with value: 7.38028860765626e-05 and parameters: {'n_estimators': 669, 'max_depth': 4, 'learning_rate': 0.06765233163140257, 'num_leaves': 86, 'feature_fraction': 0.968330339810431, 'bagging_fraction': 0.8755389318714482, 'lambda_l1': 0.05992384876088475, 'lambda_l2': 0.005424836439389124, 'min_child_samples': 83, 'min_split_gain': 0.014941130290921898, 'min_data_in_leaf': 14}. Best is trial 3 with value: 7.38028860765626e-05.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=83 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.968330339810431, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.968330339810431 [LightGBM] [Warning] lambda_l2 is set=0.005424836439389124, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.005424836439389124 [LightGBM] [Warning] lambda_l1 is set=0.05992384876088475, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.05992384876088475 [LightGBM] [Warning] bagging_fraction is set=0.8755389318714482, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8755389318714482 [LightGBM] [Warning] min_data_in_leaf is set=24, min_child_samples=69 will be ignored. Current value: min_data_in_leaf=24 [LightGBM] [Warning] feature_fraction is set=0.8290009725835727, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8290009725835727 [LightGBM] [Warning] lambda_l2 is set=0.06691564127314235, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.06691564127314235 [LightGBM] [Warning] lambda_l1 is set=0.0027158522274110877, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027158522274110877 [LightGBM] [Warning] bagging_fraction is set=0.6577380661743615, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6577380661743615 [LightGBM] [Warning] min_data_in_leaf is set=24, min_child_samples=69 will be ignored. Current value: min_data_in_leaf=24 [LightGBM] [Warning] feature_fraction is set=0.8290009725835727, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8290009725835727 [LightGBM] [Warning] lambda_l2 is set=0.06691564127314235, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.06691564127314235 [LightGBM] [Warning] lambda_l1 is set=0.0027158522274110877, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027158522274110877 [LightGBM] [Warning] bagging_fraction is set=0.6577380661743615, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6577380661743615 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=24, min_child_samples=69 will be ignored. Current value: min_data_in_leaf=24 [LightGBM] [Warning] feature_fraction is set=0.8290009725835727, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8290009725835727 [LightGBM] [Warning] lambda_l2 is set=0.06691564127314235, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.06691564127314235 [LightGBM] [Warning] lambda_l1 is set=0.0027158522274110877, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027158522274110877 [LightGBM] [Warning] bagging_fraction is set=0.6577380661743615, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6577380661743615 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:52:19,181] Trial 4 finished with value: 0.00011421155098927165 and parameters: {'n_estimators': 476, 'max_depth': 6, 'learning_rate': 0.0656530781317388, 'num_leaves': 57, 'feature_fraction': 0.8290009725835727, 'bagging_fraction': 0.6577380661743615, 'lambda_l1': 0.0027158522274110877, 'lambda_l2': 0.06691564127314235, 'min_child_samples': 69, 'min_split_gain': 0.0554186591032216, 'min_data_in_leaf': 24}. Best is trial 3 with value: 7.38028860765626e-05.
[LightGBM] [Warning] min_data_in_leaf is set=24, min_child_samples=69 will be ignored. Current value: min_data_in_leaf=24 [LightGBM] [Warning] feature_fraction is set=0.8290009725835727, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8290009725835727 [LightGBM] [Warning] lambda_l2 is set=0.06691564127314235, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.06691564127314235 [LightGBM] [Warning] lambda_l1 is set=0.0027158522274110877, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0027158522274110877 [LightGBM] [Warning] bagging_fraction is set=0.6577380661743615, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6577380661743615 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.7013276816421468, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7013276816421468 [LightGBM] [Warning] lambda_l2 is set=0.007966475953988972, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007966475953988972 [LightGBM] [Warning] lambda_l1 is set=1.212403970716402, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.212403970716402 [LightGBM] [Warning] bagging_fraction is set=0.7313609884102339, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7313609884102339 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.7013276816421468, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7013276816421468 [LightGBM] [Warning] lambda_l2 is set=0.007966475953988972, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007966475953988972 [LightGBM] [Warning] lambda_l1 is set=1.212403970716402, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.212403970716402 [LightGBM] [Warning] bagging_fraction is set=0.7313609884102339, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7313609884102339 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.7013276816421468, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7013276816421468 [LightGBM] [Warning] lambda_l2 is set=0.007966475953988972, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007966475953988972 [LightGBM] [Warning] lambda_l1 is set=1.212403970716402, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.212403970716402 [LightGBM] [Warning] bagging_fraction is set=0.7313609884102339, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7313609884102339 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=50 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.7013276816421468, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7013276816421468 [LightGBM] [Warning] lambda_l2 is set=0.007966475953988972, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.007966475953988972 [LightGBM] [Warning] lambda_l1 is set=1.212403970716402, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.212403970716402 [LightGBM] [Warning] bagging_fraction is set=0.7313609884102339, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7313609884102339
[I 2024-10-09 17:52:19,327] Trial 5 finished with value: 0.0002811269908872957 and parameters: {'n_estimators': 120, 'max_depth': 13, 'learning_rate': 0.04377210196807467, 'num_leaves': 146, 'feature_fraction': 0.7013276816421468, 'bagging_fraction': 0.7313609884102339, 'lambda_l1': 1.212403970716402, 'lambda_l2': 0.007966475953988972, 'min_child_samples': 50, 'min_split_gain': 0.031719216269585904, 'min_data_in_leaf': 23}. Best is trial 3 with value: 7.38028860765626e-05.
[LightGBM] [Warning] min_data_in_leaf is set=2, min_child_samples=86 will be ignored. Current value: min_data_in_leaf=2 [LightGBM] [Warning] feature_fraction is set=0.6144390519994201, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6144390519994201 [LightGBM] [Warning] lambda_l2 is set=0.7236058477972459, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.7236058477972459 [LightGBM] [Warning] lambda_l1 is set=0.0028065984709586705, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028065984709586705 [LightGBM] [Warning] bagging_fraction is set=0.6387386122418428, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6387386122418428 [LightGBM] [Warning] min_data_in_leaf is set=2, min_child_samples=86 will be ignored. Current value: min_data_in_leaf=2 [LightGBM] [Warning] feature_fraction is set=0.6144390519994201, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6144390519994201 [LightGBM] [Warning] lambda_l2 is set=0.7236058477972459, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.7236058477972459 [LightGBM] [Warning] lambda_l1 is set=0.0028065984709586705, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028065984709586705 [LightGBM] [Warning] bagging_fraction is set=0.6387386122418428, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6387386122418428 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=2, min_child_samples=86 will be ignored. Current value: min_data_in_leaf=2 [LightGBM] [Warning] feature_fraction is set=0.6144390519994201, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6144390519994201 [LightGBM] [Warning] lambda_l2 is set=0.7236058477972459, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.7236058477972459 [LightGBM] [Warning] lambda_l1 is set=0.0028065984709586705, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028065984709586705 [LightGBM] [Warning] bagging_fraction is set=0.6387386122418428, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6387386122418428 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:52:19,735] Trial 6 finished with value: 0.00013042401990800197 and parameters: {'n_estimators': 387, 'max_depth': 15, 'learning_rate': 0.0212686134674864, 'num_leaves': 141, 'feature_fraction': 0.6144390519994201, 'bagging_fraction': 0.6387386122418428, 'lambda_l1': 0.0028065984709586705, 'lambda_l2': 0.7236058477972459, 'min_child_samples': 86, 'min_split_gain': 0.02379517161532619, 'min_data_in_leaf': 2}. Best is trial 3 with value: 7.38028860765626e-05.
[LightGBM] [Warning] min_data_in_leaf is set=2, min_child_samples=86 will be ignored. Current value: min_data_in_leaf=2 [LightGBM] [Warning] feature_fraction is set=0.6144390519994201, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6144390519994201 [LightGBM] [Warning] lambda_l2 is set=0.7236058477972459, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.7236058477972459 [LightGBM] [Warning] lambda_l1 is set=0.0028065984709586705, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0028065984709586705 [LightGBM] [Warning] bagging_fraction is set=0.6387386122418428, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6387386122418428 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9008830955949717, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9008830955949717 [LightGBM] [Warning] lambda_l2 is set=0.6325454725124695, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6325454725124695 [LightGBM] [Warning] lambda_l1 is set=0.0013409167315576772, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013409167315576772 [LightGBM] [Warning] bagging_fraction is set=0.5891800118692672, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5891800118692672 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9008830955949717, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9008830955949717 [LightGBM] [Warning] lambda_l2 is set=0.6325454725124695, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6325454725124695 [LightGBM] [Warning] lambda_l1 is set=0.0013409167315576772, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013409167315576772 [LightGBM] [Warning] bagging_fraction is set=0.5891800118692672, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5891800118692672 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9008830955949717, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9008830955949717 [LightGBM] [Warning] lambda_l2 is set=0.6325454725124695, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6325454725124695 [LightGBM] [Warning] lambda_l1 is set=0.0013409167315576772, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013409167315576772 [LightGBM] [Warning] bagging_fraction is set=0.5891800118692672, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5891800118692672 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9008830955949717, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9008830955949717 [LightGBM] [Warning] lambda_l2 is set=0.6325454725124695, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6325454725124695 [LightGBM] [Warning] lambda_l1 is set=0.0013409167315576772, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013409167315576772 [LightGBM] [Warning] bagging_fraction is set=0.5891800118692672, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5891800118692672
[I 2024-10-09 17:52:20,200] Trial 7 finished with value: 4.0885758126925576e-05 and parameters: {'n_estimators': 889, 'max_depth': 15, 'learning_rate': 0.05957546900503328, 'num_leaves': 62, 'feature_fraction': 0.9008830955949717, 'bagging_fraction': 0.5891800118692672, 'lambda_l1': 0.0013409167315576772, 'lambda_l2': 0.6325454725124695, 'min_child_samples': 89, 'min_split_gain': 0.035989941615010235, 'min_data_in_leaf': 11}. Best is trial 7 with value: 4.0885758126925576e-05.
[LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8932745098524348, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8932745098524348 [LightGBM] [Warning] lambda_l2 is set=0.2608976486249686, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2608976486249686 [LightGBM] [Warning] lambda_l1 is set=0.01327563363705645, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01327563363705645 [LightGBM] [Warning] bagging_fraction is set=0.7159604101759811, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7159604101759811 [LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8932745098524348, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8932745098524348 [LightGBM] [Warning] lambda_l2 is set=0.2608976486249686, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2608976486249686 [LightGBM] [Warning] lambda_l1 is set=0.01327563363705645, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01327563363705645 [LightGBM] [Warning] bagging_fraction is set=0.7159604101759811, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7159604101759811 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8932745098524348, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8932745098524348 [LightGBM] [Warning] lambda_l2 is set=0.2608976486249686, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2608976486249686 [LightGBM] [Warning] lambda_l1 is set=0.01327563363705645, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01327563363705645 [LightGBM] [Warning] bagging_fraction is set=0.7159604101759811, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7159604101759811 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:52:20,732] Trial 8 finished with value: 0.02000567032727666 and parameters: {'n_estimators': 439, 'max_depth': 12, 'learning_rate': 0.040215678247469674, 'num_leaves': 44, 'feature_fraction': 0.8932745098524348, 'bagging_fraction': 0.7159604101759811, 'lambda_l1': 0.01327563363705645, 'lambda_l2': 0.2608976486249686, 'min_child_samples': 37, 'min_split_gain': 0.07491401507897011, 'min_data_in_leaf': 44}. Best is trial 7 with value: 4.0885758126925576e-05.
[LightGBM] [Warning] min_data_in_leaf is set=44, min_child_samples=37 will be ignored. Current value: min_data_in_leaf=44 [LightGBM] [Warning] feature_fraction is set=0.8932745098524348, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8932745098524348 [LightGBM] [Warning] lambda_l2 is set=0.2608976486249686, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2608976486249686 [LightGBM] [Warning] lambda_l1 is set=0.01327563363705645, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01327563363705645 [LightGBM] [Warning] bagging_fraction is set=0.7159604101759811, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7159604101759811 [LightGBM] [Warning] min_data_in_leaf is set=25, min_child_samples=31 will be ignored. Current value: min_data_in_leaf=25 [LightGBM] [Warning] feature_fraction is set=0.6139963626320024, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6139963626320024 [LightGBM] [Warning] lambda_l2 is set=0.0010010922235688176, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0010010922235688176 [LightGBM] [Warning] lambda_l1 is set=0.002133830613739532, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002133830613739532 [LightGBM] [Warning] bagging_fraction is set=0.755965518041745, subsample=1.0 will be ignored. Current value: bagging_fraction=0.755965518041745 [LightGBM] [Warning] min_data_in_leaf is set=25, min_child_samples=31 will be ignored. Current value: min_data_in_leaf=25 [LightGBM] [Warning] feature_fraction is set=0.6139963626320024, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6139963626320024 [LightGBM] [Warning] lambda_l2 is set=0.0010010922235688176, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0010010922235688176 [LightGBM] [Warning] lambda_l1 is set=0.002133830613739532, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002133830613739532 [LightGBM] [Warning] bagging_fraction is set=0.755965518041745, subsample=1.0 will be ignored. Current value: bagging_fraction=0.755965518041745 [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=25, min_child_samples=31 will be ignored. Current value: min_data_in_leaf=25 [LightGBM] [Warning] feature_fraction is set=0.6139963626320024, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6139963626320024 [LightGBM] [Warning] lambda_l2 is set=0.0010010922235688176, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0010010922235688176 [LightGBM] [Warning] lambda_l1 is set=0.002133830613739532, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002133830613739532 [LightGBM] [Warning] bagging_fraction is set=0.755965518041745, subsample=1.0 will be ignored. Current value: bagging_fraction=0.755965518041745 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:52:20,939] Trial 9 finished with value: 0.00018087034469245234 and parameters: {'n_estimators': 204, 'max_depth': 7, 'learning_rate': 0.036044444769532794, 'num_leaves': 55, 'feature_fraction': 0.6139963626320024, 'bagging_fraction': 0.755965518041745, 'lambda_l1': 0.002133830613739532, 'lambda_l2': 0.0010010922235688176, 'min_child_samples': 31, 'min_split_gain': 0.05966368448537498, 'min_data_in_leaf': 25}. Best is trial 7 with value: 4.0885758126925576e-05.
Model Optimization for Pair: MIX-PINK: 100%|██████████| 3/3 [02:58<00:00, 47.45s/it]
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] min_data_in_leaf is set=25, min_child_samples=31 will be ignored. Current value: min_data_in_leaf=25 [LightGBM] [Warning] feature_fraction is set=0.6139963626320024, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6139963626320024 [LightGBM] [Warning] lambda_l2 is set=0.0010010922235688176, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0010010922235688176 [LightGBM] [Warning] lambda_l1 is set=0.002133830613739532, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.002133830613739532 [LightGBM] [Warning] bagging_fraction is set=0.755965518041745, subsample=1.0 will be ignored. Current value: bagging_fraction=0.755965518041745 Best lightgbm MSE for MIX-PINK: 4.0885758126925576e-05 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9008830955949717, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9008830955949717 [LightGBM] [Warning] lambda_l2 is set=0.6325454725124695, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6325454725124695 [LightGBM] [Warning] lambda_l1 is set=0.0013409167315576772, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013409167315576772 [LightGBM] [Warning] bagging_fraction is set=0.5891800118692672, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5891800118692672 [LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9008830955949717, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9008830955949717 [LightGBM] [Warning] lambda_l2 is set=0.6325454725124695, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6325454725124695 [LightGBM] [Warning] lambda_l1 is set=0.0013409167315576772, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013409167315576772 [LightGBM] [Warning] bagging_fraction is set=0.5891800118692672, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5891800118692672 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000197 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2566 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Info] Start training from score 0.603191 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped 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further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there 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gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
Pair Progress: 80%|████████ | 4/5 [08:42<02:25, 145.99s/it]
[LightGBM] [Warning] min_data_in_leaf is set=11, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=11 [LightGBM] [Warning] feature_fraction is set=0.9008830955949717, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.9008830955949717 [LightGBM] [Warning] lambda_l2 is set=0.6325454725124695, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.6325454725124695 [LightGBM] [Warning] lambda_l1 is set=0.0013409167315576772, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0013409167315576772 [LightGBM] [Warning] bagging_fraction is set=0.5891800118692672, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5891800118692672 Running for pair: MIX-WICC
Model Optimization for Pair: MIX-WICC: 0%| | 0/3 [00:00<?, ?it/s][I 2024-10-09 17:52:26,702] A new study created in memory with name: no-name-cb0e8326-d1af-4ce8-ab69-72501397f8f8
[I 2024-10-09 17:52:30,347] Trial 0 finished with value: 0.0032036640524018773 and parameters: {'iterations': 769, 'depth': 5, 'learning_rate': 0.013977408212973922, 'l2_leaf_reg': 6.569088514934067, 'random_strength': 7.655435729197667, 'bagging_temperature': 0.9662041533863676, 'border_count': 176}. Best is trial 0 with value: 0.0032036640524018773.
[I 2024-10-09 17:52:31,880] Trial 1 finished with value: 0.0055070000928933525 and parameters: {'iterations': 169, 'depth': 7, 'learning_rate': 0.17793474581758797, 'l2_leaf_reg': 1.5914828206460119, 'random_strength': 8.076983587544186, 'bagging_temperature': 0.629642132320497, 'border_count': 147}. Best is trial 0 with value: 0.0032036640524018773.
[I 2024-10-09 17:52:42,112] Trial 2 finished with value: 0.0009041126087023902 and parameters: {'iterations': 962, 'depth': 7, 'learning_rate': 0.20007952147755204, 'l2_leaf_reg': 2.8484957685016954, 'random_strength': 3.3276309012523972, 'bagging_temperature': 0.4626031867041065, 'border_count': 195}. Best is trial 2 with value: 0.0009041126087023902.
[I 2024-10-09 17:52:49,854] Trial 3 finished with value: 0.0012680112093751356 and parameters: {'iterations': 716, 'depth': 7, 'learning_rate': 0.03967233184524373, 'l2_leaf_reg': 9.93370530318064, 'random_strength': 7.869348434440269, 'bagging_temperature': 0.32566110977526663, 'border_count': 187}. Best is trial 2 with value: 0.0009041126087023902.
[I 2024-10-09 17:52:51,208] Trial 4 finished with value: 0.009682802394217952 and parameters: {'iterations': 202, 'depth': 6, 'learning_rate': 0.0216689688649748, 'l2_leaf_reg': 6.240287766352328, 'random_strength': 7.039014617755156, 'bagging_temperature': 0.8908025639627031, 'border_count': 185}. Best is trial 2 with value: 0.0009041126087023902.
[I 2024-10-09 17:52:55,300] Trial 5 finished with value: 0.0017726598683652692 and parameters: {'iterations': 889, 'depth': 5, 'learning_rate': 0.03140066421692798, 'l2_leaf_reg': 9.736305715505734, 'random_strength': 5.341583627526232, 'bagging_temperature': 0.3118703792907789, 'border_count': 199}. Best is trial 2 with value: 0.0009041126087023902.
[I 2024-10-09 17:52:57,937] Trial 6 finished with value: 0.0018772213960993095 and parameters: {'iterations': 270, 'depth': 7, 'learning_rate': 0.2762530795542396, 'l2_leaf_reg': 0.882774538775849, 'random_strength': 4.227406644635259, 'bagging_temperature': 0.76613438060182, 'border_count': 185}. Best is trial 2 with value: 0.0009041126087023902.
[I 2024-10-09 17:53:30,628] Trial 7 finished with value: 0.0016140312791865158 and parameters: {'iterations': 689, 'depth': 10, 'learning_rate': 0.07287160949823054, 'l2_leaf_reg': 9.725964104762264, 'random_strength': 1.5691628232869286, 'bagging_temperature': 0.9397484157684787, 'border_count': 174}. Best is trial 2 with value: 0.0009041126087023902.
[I 2024-10-09 17:53:33,676] Trial 8 finished with value: 0.003212708891242564 and parameters: {'iterations': 528, 'depth': 6, 'learning_rate': 0.17325466475804407, 'l2_leaf_reg': 3.572660400800354, 'random_strength': 1.7919410797648918, 'bagging_temperature': 0.08729885652868741, 'border_count': 121}. Best is trial 2 with value: 0.0009041126087023902.
[I 2024-10-09 17:53:36,356] Trial 9 finished with value: 0.002384292183729061 and parameters: {'iterations': 890, 'depth': 4, 'learning_rate': 0.051496655160946654, 'l2_leaf_reg': 3.8513659290588635, 'random_strength': 9.453300860540844, 'bagging_temperature': 0.5917954660828982, 'border_count': 175}. Best is trial 2 with value: 0.0009041126087023902.
Model Optimization for Pair: MIX-WICC: 33%|███▎ | 1/3 [01:09<02:19, 69.66s/it][I 2024-10-09 17:53:36,371] A new study created in memory with name: no-name-fb56e9c5-c4a6-4815-9cf3-a36bac69b697
Best catboost MSE for MIX-WICC: 0.0009041126087023902 [0] validation_0-rmse:0.43964 [1] validation_0-rmse:0.40684 [2] validation_0-rmse:0.37595 [3] validation_0-rmse:0.34699 [4] validation_0-rmse:0.31979 [5] validation_0-rmse:0.29603 [6] validation_0-rmse:0.27316 [7] validation_0-rmse:0.25127 [8] validation_0-rmse:0.23441 [9] validation_0-rmse:0.21560 [10] validation_0-rmse:0.20276 [11] validation_0-rmse:0.18756 [12] validation_0-rmse:0.17293 [13] validation_0-rmse:0.15971 [14] validation_0-rmse:0.14700 [15] validation_0-rmse:0.13499 [16] validation_0-rmse:0.12493 [17] validation_0-rmse:0.11824 [18] validation_0-rmse:0.10906 [19] validation_0-rmse:0.10173 [20] validation_0-rmse:0.09512 [21] validation_0-rmse:0.08755 [22] validation_0-rmse:0.08062 [23] validation_0-rmse:0.07581 [24] validation_0-rmse:0.06939 [25] validation_0-rmse:0.06354 [26] validation_0-rmse:0.05937 [27] validation_0-rmse:0.05632 [28] validation_0-rmse:0.05326 [29] validation_0-rmse:0.04869 [30] validation_0-rmse:0.04655 [31] validation_0-rmse:0.04455 [32] validation_0-rmse:0.04074 [33] validation_0-rmse:0.03701 [34] validation_0-rmse:0.03577 [35] validation_0-rmse:0.03392 [36] validation_0-rmse:0.03303 [37] validation_0-rmse:0.03209 [38] validation_0-rmse:0.03109 [39] validation_0-rmse:0.03052 [40] validation_0-rmse:0.03021 [41] validation_0-rmse:0.02983 [42] validation_0-rmse:0.02953 [43] validation_0-rmse:0.02939 [44] validation_0-rmse:0.02929 [45] validation_0-rmse:0.02922 [46] validation_0-rmse:0.02922 [47] validation_0-rmse:0.02922 [48] validation_0-rmse:0.02923 [49] validation_0-rmse:0.02925 [50] validation_0-rmse:0.02929 [51] validation_0-rmse:0.02930 [52] validation_0-rmse:0.02933 [53] validation_0-rmse:0.02944 [54] validation_0-rmse:0.02945 [55] validation_0-rmse:0.02948 [56] validation_0-rmse:0.02954 [57] validation_0-rmse:0.02709 [58] validation_0-rmse:0.02710 [59] validation_0-rmse:0.02711 [60] validation_0-rmse:0.02708 [61] validation_0-rmse:0.02705 [62] validation_0-rmse:0.02701 [63] validation_0-rmse:0.02709 [64] validation_0-rmse:0.02711 [65] validation_0-rmse:0.02724 [66] validation_0-rmse:0.02734 [67] validation_0-rmse:0.02739 [68] validation_0-rmse:0.02758 [69] validation_0-rmse:0.02751 [70] validation_0-rmse:0.02752 [71] validation_0-rmse:0.02756 [72] validation_0-rmse:0.02760 [73] validation_0-rmse:0.02755 [74] validation_0-rmse:0.02753 [75] validation_0-rmse:0.02754 [76] validation_0-rmse:0.02754 [77] validation_0-rmse:0.02758 [78] validation_0-rmse:0.02758 [79] validation_0-rmse:0.02750 [80] validation_0-rmse:0.02747 [81] validation_0-rmse:0.02750 [82] validation_0-rmse:0.02753 [83] validation_0-rmse:0.02747 [84] validation_0-rmse:0.02747 [85] validation_0-rmse:0.02745 [86] validation_0-rmse:0.02751 [87] validation_0-rmse:0.02751 [88] validation_0-rmse:0.02760 [89] validation_0-rmse:0.02750 [90] validation_0-rmse:0.02761 [91] validation_0-rmse:0.02766 [92] validation_0-rmse:0.02750 [93] validation_0-rmse:0.02759 [94] validation_0-rmse:0.02757 [95] validation_0-rmse:0.02752 [96] validation_0-rmse:0.02752 [97] validation_0-rmse:0.02759 [98] validation_0-rmse:0.02759 [99] validation_0-rmse:0.02759 [100] validation_0-rmse:0.02762 [101] validation_0-rmse:0.02667 [102] validation_0-rmse:0.02664 [103] validation_0-rmse:0.02671 [104] validation_0-rmse:0.02672 [105] validation_0-rmse:0.02664 [106] validation_0-rmse:0.02666 [107] validation_0-rmse:0.02671 [108] validation_0-rmse:0.02671 [109] validation_0-rmse:0.02668 [110] validation_0-rmse:0.02667 [111] validation_0-rmse:0.02668 [112] validation_0-rmse:0.02664 [113] validation_0-rmse:0.02661 [114] validation_0-rmse:0.02658 [115] validation_0-rmse:0.02659 [116] validation_0-rmse:0.02654 [117] validation_0-rmse:0.02658 [118] validation_0-rmse:0.02658 [119] validation_0-rmse:0.02660 [120] validation_0-rmse:0.02658 [121] validation_0-rmse:0.02653 [122] validation_0-rmse:0.02649 [123] validation_0-rmse:0.02649 [124] validation_0-rmse:0.02645 [125] validation_0-rmse:0.02649 [126] validation_0-rmse:0.02653 [127] validation_0-rmse:0.02653 [128] validation_0-rmse:0.02652 [129] validation_0-rmse:0.02646 [130] validation_0-rmse:0.02645 [131] validation_0-rmse:0.02645 [132] validation_0-rmse:0.02647 [133] validation_0-rmse:0.02651 [134] validation_0-rmse:0.02649 [135] validation_0-rmse:0.02654 [136] validation_0-rmse:0.02659 [137] validation_0-rmse:0.02660 [138] validation_0-rmse:0.02661 [139] validation_0-rmse:0.02663 [140] validation_0-rmse:0.02658 [141] validation_0-rmse:0.02658 [142] validation_0-rmse:0.02655 [143] validation_0-rmse:0.02656 [144] validation_0-rmse:0.02652 [145] validation_0-rmse:0.02646 [146] validation_0-rmse:0.02647 [147] validation_0-rmse:0.02650 [148] validation_0-rmse:0.02653 [149] validation_0-rmse:0.02652 [150] validation_0-rmse:0.02651 [151] validation_0-rmse:0.02652 [152] validation_0-rmse:0.02654 [153] validation_0-rmse:0.02657 [154] validation_0-rmse:0.02655 [155] validation_0-rmse:0.02658 [156] 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validation_0-rmse:0.02704 [715] validation_0-rmse:0.02702 [716] validation_0-rmse:0.02702 [717] validation_0-rmse:0.02700 [718] validation_0-rmse:0.02703 [719] validation_0-rmse:0.02692 [720] validation_0-rmse:0.02693 [721] validation_0-rmse:0.02693 [722] validation_0-rmse:0.02691 [723] validation_0-rmse:0.02686 [724] validation_0-rmse:0.02682 [725] validation_0-rmse:0.02675 [726] validation_0-rmse:0.02668 [727] validation_0-rmse:0.02675 [728] validation_0-rmse:0.02675 [729] validation_0-rmse:0.02676 [730] validation_0-rmse:0.02673 [731] validation_0-rmse:0.02675 [732] validation_0-rmse:0.02679 [733] validation_0-rmse:0.02679 [734] validation_0-rmse:0.02676 [735] validation_0-rmse:0.02671 [736] validation_0-rmse:0.02668 [737] validation_0-rmse:0.02668 [738] validation_0-rmse:0.02666 [739] validation_0-rmse:0.02668 [740] validation_0-rmse:0.02667 [741] validation_0-rmse:0.02665 [742] validation_0-rmse:0.02665 [743] validation_0-rmse:0.02669 [744] validation_0-rmse:0.02672 [745] validation_0-rmse:0.02672 [746] validation_0-rmse:0.02669 [747] validation_0-rmse:0.02674 [748] validation_0-rmse:0.02673 [749] validation_0-rmse:0.02673 [750] validation_0-rmse:0.02674 [751] validation_0-rmse:0.02677 [752] validation_0-rmse:0.02677 [753] validation_0-rmse:0.02676 [754] validation_0-rmse:0.02677 [755] validation_0-rmse:0.02669 [756] validation_0-rmse:0.02680 [757] validation_0-rmse:0.02680 [758] validation_0-rmse:0.02675 [759] validation_0-rmse:0.02673 [760] validation_0-rmse:0.02687 [761] validation_0-rmse:0.02690 [762] validation_0-rmse:0.02694 [763] validation_0-rmse:0.02693
[I 2024-10-09 17:53:50,613] Trial 0 finished with value: 0.0007250129265300765 and parameters: {'n_estimators': 764, 'max_depth': 6, 'learning_rate': 0.06966171466254632, 'subsample': 0.5195018923846778, 'colsample_bytree': 0.6576921946779979, 'gamma': 1.0083228603268202, 'min_child_weight': 3, 'reg_lambda': 0.060678936292242094, 'reg_alpha': 0.1987635521463236}. Best is trial 0 with value: 0.0007250129265300765.
[0] validation_0-rmse:0.46764 [1] validation_0-rmse:0.45992 [2] validation_0-rmse:0.45232 [3] validation_0-rmse:0.44469 [4] validation_0-rmse:0.43720 [5] validation_0-rmse:0.42988 [6] validation_0-rmse:0.42258 [7] validation_0-rmse:0.41562 [8] validation_0-rmse:0.40845 [9] validation_0-rmse:0.40170 [10] validation_0-rmse:0.39513 [11] validation_0-rmse:0.38876 [12] validation_0-rmse:0.38249 [13] validation_0-rmse:0.37632 [14] validation_0-rmse:0.37028 [15] validation_0-rmse:0.36438 [16] validation_0-rmse:0.35841 [17] validation_0-rmse:0.35266 [18] validation_0-rmse:0.34685 [19] validation_0-rmse:0.34127 [20] validation_0-rmse:0.33569 [21] validation_0-rmse:0.33028 [22] validation_0-rmse:0.32491 [23] validation_0-rmse:0.31979 [24] validation_0-rmse:0.31464 [25] validation_0-rmse:0.30941 [26] validation_0-rmse:0.30441 [27] validation_0-rmse:0.29949 [28] validation_0-rmse:0.29442 [29] validation_0-rmse:0.28965 [30] validation_0-rmse:0.28488 [31] validation_0-rmse:0.28023 [32] validation_0-rmse:0.27566 [33] validation_0-rmse:0.27086 [34] validation_0-rmse:0.26647 [35] validation_0-rmse:0.26183 [36] validation_0-rmse:0.25767 [37] validation_0-rmse:0.25377 [38] validation_0-rmse:0.24960 [39] validation_0-rmse:0.24520 [40] validation_0-rmse:0.24152 [41] validation_0-rmse:0.23765 [42] validation_0-rmse:0.23411 [43] validation_0-rmse:0.23031 [44] validation_0-rmse:0.22693 [45] validation_0-rmse:0.22360 [46] validation_0-rmse:0.22005 [47] validation_0-rmse:0.21625 [48] validation_0-rmse:0.21273 [49] validation_0-rmse:0.20969 [50] validation_0-rmse:0.20633 [51] validation_0-rmse:0.20335 [52] validation_0-rmse:0.20007 [53] validation_0-rmse:0.19687 [54] validation_0-rmse:0.19372 [55] validation_0-rmse:0.19064 [56] validation_0-rmse:0.18757 [57] validation_0-rmse:0.18495 [58] validation_0-rmse:0.18238 [59] validation_0-rmse:0.17983 [60] validation_0-rmse:0.17689 [61] validation_0-rmse:0.17424 [62] validation_0-rmse:0.17151 [63] validation_0-rmse:0.16861 [64] validation_0-rmse:0.16584 [65] validation_0-rmse:0.16300 [66] validation_0-rmse:0.16009 [67] validation_0-rmse:0.15766 [68] validation_0-rmse:0.15544 [69] validation_0-rmse:0.15329 [70] validation_0-rmse:0.15059 [71] validation_0-rmse:0.14825 [72] validation_0-rmse:0.14587 [73] validation_0-rmse:0.14328 [74] validation_0-rmse:0.14117 [75] validation_0-rmse:0.13918 [76] validation_0-rmse:0.13667 [77] validation_0-rmse:0.13419 [78] validation_0-rmse:0.13179 [79] validation_0-rmse:0.12939 [80] validation_0-rmse:0.12734 [81] validation_0-rmse:0.12502 [82] validation_0-rmse:0.12293 [83] validation_0-rmse:0.12118 [84] validation_0-rmse:0.11943 [85] validation_0-rmse:0.11777 [86] validation_0-rmse:0.11610 [87] validation_0-rmse:0.11455 [88] validation_0-rmse:0.11305 [89] validation_0-rmse:0.11135 [90] validation_0-rmse:0.10928 [91] validation_0-rmse:0.10783 [92] validation_0-rmse:0.10647 [93] validation_0-rmse:0.10527 [94] validation_0-rmse:0.10366 [95] validation_0-rmse:0.10232 [96] validation_0-rmse:0.10085 [97] validation_0-rmse:0.09973 [98] validation_0-rmse:0.09842 [99] validation_0-rmse:0.09684 [100] validation_0-rmse:0.09559 [101] validation_0-rmse:0.09455 [102] validation_0-rmse:0.09321 [103] validation_0-rmse:0.09220 [104] validation_0-rmse:0.09128 [105] validation_0-rmse:0.09001 [106] validation_0-rmse:0.08883 [107] validation_0-rmse:0.08792 [108] validation_0-rmse:0.08678 [109] validation_0-rmse:0.08572 [110] validation_0-rmse:0.08487 [111] validation_0-rmse:0.08334 [112] validation_0-rmse:0.08253 [113] validation_0-rmse:0.08085 [114] validation_0-rmse:0.07927 [115] validation_0-rmse:0.07849 [116] validation_0-rmse:0.07784 [117] validation_0-rmse:0.07725 [118] validation_0-rmse:0.07652 [119] validation_0-rmse:0.07579 [120] validation_0-rmse:0.07409 [121] validation_0-rmse:0.07342 [122] validation_0-rmse:0.07272 [123] validation_0-rmse:0.07109 [124] validation_0-rmse:0.07057 [125] validation_0-rmse:0.06991 [126] validation_0-rmse:0.06943 [127] validation_0-rmse:0.06897 [128] validation_0-rmse:0.06848 [129] validation_0-rmse:0.06788 [130] validation_0-rmse:0.06729 [131] validation_0-rmse:0.06691 [132] validation_0-rmse:0.06654 [133] validation_0-rmse:0.06605 [134] validation_0-rmse:0.06553 [135] validation_0-rmse:0.06518 [136] validation_0-rmse:0.06468 [137] validation_0-rmse:0.06419 [138] validation_0-rmse:0.06369 [139] validation_0-rmse:0.06338 [140] validation_0-rmse:0.06292 [141] validation_0-rmse:0.06262 [142] validation_0-rmse:0.06218 [143] validation_0-rmse:0.06191 [144] validation_0-rmse:0.06149 [145] validation_0-rmse:0.06123 [146] validation_0-rmse:0.06098 [147] validation_0-rmse:0.06059 [148] validation_0-rmse:0.06036 [149] validation_0-rmse:0.06009 [150] validation_0-rmse:0.05973 [151] validation_0-rmse:0.05937 [152] validation_0-rmse:0.05903 [153] validation_0-rmse:0.05882 [154] validation_0-rmse:0.05861 [155] validation_0-rmse:0.05845 [156] validation_0-rmse:0.05813 [157] validation_0-rmse:0.05784 [158] validation_0-rmse:0.05752 [159] validation_0-rmse:0.05723 [160] validation_0-rmse:0.05706 [161] validation_0-rmse:0.05690 [162] validation_0-rmse:0.05662 [163] validation_0-rmse:0.05648 [164] validation_0-rmse:0.05637 [165] validation_0-rmse:0.05624 [166] validation_0-rmse:0.05603 [167] validation_0-rmse:0.05580 [168] validation_0-rmse:0.05570 [169] validation_0-rmse:0.05559 [170] validation_0-rmse:0.05552
[I 2024-10-09 17:53:52,306] Trial 1 finished with value: 0.0030819746455156396 and parameters: {'n_estimators': 171, 'max_depth': 9, 'learning_rate': 0.015193451836116267, 'subsample': 0.9541684029572903, 'colsample_bytree': 0.7571903715873497, 'gamma': 6.209479924774623, 'min_child_weight': 3, 'reg_lambda': 0.2785065112087869, 'reg_alpha': 0.009834340203393967}. Best is trial 0 with value: 0.0007250129265300765.
[0] validation_0-rmse:0.46369 [1] validation_0-rmse:0.45233 [2] validation_0-rmse:0.44136 [3] validation_0-rmse:0.43022 [4] validation_0-rmse:0.41987 [5] validation_0-rmse:0.40950 [6] validation_0-rmse:0.39988 [7] validation_0-rmse:0.38995 [8] validation_0-rmse:0.38047 [9] validation_0-rmse:0.37116 [10] validation_0-rmse:0.36262 [11] validation_0-rmse:0.35459 [12] validation_0-rmse:0.34658 [13] validation_0-rmse:0.33866 [14] validation_0-rmse:0.33091 [15] validation_0-rmse:0.32304 [16] validation_0-rmse:0.31576 [17] validation_0-rmse:0.30812 [18] validation_0-rmse:0.30096 [19] validation_0-rmse:0.29425 [20] validation_0-rmse:0.28778 [21] validation_0-rmse:0.28151 [22] validation_0-rmse:0.27552 [23] validation_0-rmse:0.26900 [24] validation_0-rmse:0.26248 [25] validation_0-rmse:0.25691 [26] validation_0-rmse:0.25081 [27] validation_0-rmse:0.24521 [28] validation_0-rmse:0.23985 [29] validation_0-rmse:0.23423 [30] validation_0-rmse:0.22886 [31] validation_0-rmse:0.22361 [32] validation_0-rmse:0.21851 [33] validation_0-rmse:0.21340 [34] validation_0-rmse:0.20869 [35] validation_0-rmse:0.20370 [36] validation_0-rmse:0.19929 [37] validation_0-rmse:0.19534 [38] validation_0-rmse:0.19135 [39] validation_0-rmse:0.18691 [40] validation_0-rmse:0.18317 [41] validation_0-rmse:0.17903 [42] validation_0-rmse:0.17506 [43] validation_0-rmse:0.17172 [44] validation_0-rmse:0.16810 [45] validation_0-rmse:0.16395 [46] validation_0-rmse:0.16028 [47] validation_0-rmse:0.15654 [48] validation_0-rmse:0.15276 [49] validation_0-rmse:0.14966 [50] validation_0-rmse:0.14657 [51] validation_0-rmse:0.14320 [52] validation_0-rmse:0.14035 [53] validation_0-rmse:0.13732 [54] validation_0-rmse:0.13508 [55] validation_0-rmse:0.13232 [56] validation_0-rmse:0.13003 [57] validation_0-rmse:0.12682 [58] validation_0-rmse:0.12503 [59] validation_0-rmse:0.12274 [60] validation_0-rmse:0.12051 [61] validation_0-rmse:0.11774 [62] validation_0-rmse:0.11552 [63] validation_0-rmse:0.11354 [64] validation_0-rmse:0.11116 [65] validation_0-rmse:0.10858 [66] validation_0-rmse:0.10621 [67] validation_0-rmse:0.10461 [68] validation_0-rmse:0.10289 [69] validation_0-rmse:0.10172 [70] validation_0-rmse:0.10024 [71] validation_0-rmse:0.09883 [72] validation_0-rmse:0.09752 [73] validation_0-rmse:0.09627 [74] validation_0-rmse:0.09494 [75] validation_0-rmse:0.09350 [76] validation_0-rmse:0.09188 [77] validation_0-rmse:0.08936 [78] validation_0-rmse:0.08813 [79] validation_0-rmse:0.08730 [80] validation_0-rmse:0.08634 [81] validation_0-rmse:0.08514 [82] validation_0-rmse:0.08408 [83] validation_0-rmse:0.08382 [84] validation_0-rmse:0.08337 [85] validation_0-rmse:0.08230 [86] validation_0-rmse:0.08132 [87] validation_0-rmse:0.08111 [88] validation_0-rmse:0.08053 [89] validation_0-rmse:0.08016 [90] validation_0-rmse:0.07969 [91] validation_0-rmse:0.07867 [92] validation_0-rmse:0.07867 [93] validation_0-rmse:0.07801 [94] validation_0-rmse:0.07743 [95] validation_0-rmse:0.07715 [96] validation_0-rmse:0.07640 [97] validation_0-rmse:0.07565 [98] validation_0-rmse:0.07505 [99] validation_0-rmse:0.07458 [100] validation_0-rmse:0.07405 [101] validation_0-rmse:0.07377 [102] validation_0-rmse:0.07352 [103] validation_0-rmse:0.07352 [104] validation_0-rmse:0.07284 [105] validation_0-rmse:0.07276 [106] validation_0-rmse:0.07262 [107] validation_0-rmse:0.07259 [108] validation_0-rmse:0.07196 [109] validation_0-rmse:0.07182 [110] validation_0-rmse:0.07162 [111] validation_0-rmse:0.07152 [112] validation_0-rmse:0.07095 [113] validation_0-rmse:0.07083 [114] validation_0-rmse:0.07065 [115] validation_0-rmse:0.07008 [116] validation_0-rmse:0.06965 [117] validation_0-rmse:0.06944 [118] validation_0-rmse:0.06944 [119] validation_0-rmse:0.06924 [120] validation_0-rmse:0.06922 [121] validation_0-rmse:0.06888 [122] validation_0-rmse:0.06842 [123] validation_0-rmse:0.06829 [124] validation_0-rmse:0.06823 [125] validation_0-rmse:0.06799 [126] validation_0-rmse:0.06799 [127] validation_0-rmse:0.06791 [128] validation_0-rmse:0.06753 [129] validation_0-rmse:0.06751 [130] validation_0-rmse:0.06719 [131] validation_0-rmse:0.06708 [132] validation_0-rmse:0.06697 [133] validation_0-rmse:0.06697 [134] validation_0-rmse:0.06697 [135] validation_0-rmse:0.06697 [136] validation_0-rmse:0.06697 [137] validation_0-rmse:0.06697 [138] validation_0-rmse:0.06697 [139] validation_0-rmse:0.06697 [140] validation_0-rmse:0.06691 [141] validation_0-rmse:0.06691 [142] validation_0-rmse:0.06667 [143] validation_0-rmse:0.06654 [144] validation_0-rmse:0.06632 [145] validation_0-rmse:0.06632 [146] validation_0-rmse:0.06588 [147] validation_0-rmse:0.06578 [148] validation_0-rmse:0.06578 [149] validation_0-rmse:0.06578 [150] validation_0-rmse:0.06566 [151] validation_0-rmse:0.06566 [152] validation_0-rmse:0.06566 [153] validation_0-rmse:0.06424 [154] validation_0-rmse:0.06424 [155] validation_0-rmse:0.06424 [156] validation_0-rmse:0.06424 [157] validation_0-rmse:0.06424 [158] validation_0-rmse:0.06399 [159] validation_0-rmse:0.06399 [160] validation_0-rmse:0.06398 [161] validation_0-rmse:0.06374 [162] validation_0-rmse:0.06374 [163] validation_0-rmse:0.06374 [164] validation_0-rmse:0.06374 [165] validation_0-rmse:0.06374 [166] validation_0-rmse:0.06374 [167] validation_0-rmse:0.06371 [168] validation_0-rmse:0.06335 [169] validation_0-rmse:0.06335 [170] validation_0-rmse:0.06335 [171] validation_0-rmse:0.06335 [172] validation_0-rmse:0.06299 [173] validation_0-rmse:0.06299 [174] validation_0-rmse:0.06299 [175] validation_0-rmse:0.06299 [176] validation_0-rmse:0.06296 [177] validation_0-rmse:0.06296 [178] validation_0-rmse:0.06296 [179] validation_0-rmse:0.06296 [180] validation_0-rmse:0.06296 [181] validation_0-rmse:0.06296 [182] validation_0-rmse:0.06296 [183] validation_0-rmse:0.06286 [184] validation_0-rmse:0.06280 [185] validation_0-rmse:0.06280 [186] validation_0-rmse:0.06280 [187] validation_0-rmse:0.06280 [188] validation_0-rmse:0.06280 [189] 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[I 2024-10-09 17:54:02,572] Trial 2 finished with value: 0.00372276979788007 and parameters: {'n_estimators': 977, 'max_depth': 12, 'learning_rate': 0.025322799161229738, 'subsample': 0.5737639324373041, 'colsample_bytree': 0.6539448451241586, 'gamma': 2.5258182693326514, 'min_child_weight': 4, 'reg_lambda': 0.05270669630168217, 'reg_alpha': 9.063386457461414}. Best is trial 0 with value: 0.0007250129265300765.
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[I 2024-10-09 17:54:06,389] Trial 3 finished with value: 0.0017333130663564897 and parameters: {'n_estimators': 459, 'max_depth': 14, 'learning_rate': 0.05965739659600028, 'subsample': 0.6425616541579343, 'colsample_bytree': 0.6698004078757123, 'gamma': 3.8434510881870585, 'min_child_weight': 3, 'reg_lambda': 8.82872393531666, 'reg_alpha': 0.002278869844969134}. Best is trial 0 with value: 0.0007250129265300765.
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validation_0-rmse:0.05884 [779] validation_0-rmse:0.05883 [780] validation_0-rmse:0.05884 [781] validation_0-rmse:0.05885 [782] validation_0-rmse:0.05884 [783] validation_0-rmse:0.05884 [784] validation_0-rmse:0.05884 [785] validation_0-rmse:0.05884 [786] validation_0-rmse:0.05883 [787] validation_0-rmse:0.05883 [788] validation_0-rmse:0.05883 [789] validation_0-rmse:0.05883 [790] validation_0-rmse:0.05883 [791] validation_0-rmse:0.05883 [792] validation_0-rmse:0.05882 [793] validation_0-rmse:0.05883 [794] validation_0-rmse:0.05885 [795] validation_0-rmse:0.05884 [796] validation_0-rmse:0.05884 [797] validation_0-rmse:0.05884 [798] validation_0-rmse:0.05884 [799] validation_0-rmse:0.05883 [800] validation_0-rmse:0.05884 [801] validation_0-rmse:0.05884 [802] validation_0-rmse:0.05884 [803] validation_0-rmse:0.05884 [804] validation_0-rmse:0.05882 [805] validation_0-rmse:0.05883 [806] validation_0-rmse:0.05883 [807] validation_0-rmse:0.05882 [808] validation_0-rmse:0.05884 [809] validation_0-rmse:0.05883 [810] validation_0-rmse:0.05882 [811] validation_0-rmse:0.05883 [812] validation_0-rmse:0.05884 [813] validation_0-rmse:0.05884 [814] validation_0-rmse:0.05884 [815] validation_0-rmse:0.05882 [816] validation_0-rmse:0.05881 [817] validation_0-rmse:0.05881 [818] validation_0-rmse:0.05882 [819] validation_0-rmse:0.05883 [820] validation_0-rmse:0.05883 [821] validation_0-rmse:0.05884 [822] validation_0-rmse:0.05884 [823] validation_0-rmse:0.05885 [824] validation_0-rmse:0.05884 [825] validation_0-rmse:0.05883 [826] validation_0-rmse:0.05884 [827] validation_0-rmse:0.05884 [828] validation_0-rmse:0.05884 [829] validation_0-rmse:0.05884 [830] validation_0-rmse:0.05885 [831] validation_0-rmse:0.05885 [832] validation_0-rmse:0.05885 [833] validation_0-rmse:0.05884 [834] validation_0-rmse:0.05883 [835] validation_0-rmse:0.05883 [836] validation_0-rmse:0.05883 [837] validation_0-rmse:0.05884 [838] validation_0-rmse:0.05884 [839] validation_0-rmse:0.05884 [840] validation_0-rmse:0.05884 [841] validation_0-rmse:0.05884 [842] validation_0-rmse:0.05884 [843] validation_0-rmse:0.05885 [844] validation_0-rmse:0.05885 [845] validation_0-rmse:0.05884 [846] validation_0-rmse:0.05883 [847] validation_0-rmse:0.05882 [848] validation_0-rmse:0.05883 [849] validation_0-rmse:0.05882 [850] validation_0-rmse:0.05882 [851] validation_0-rmse:0.05882 [852] validation_0-rmse:0.05881 [853] validation_0-rmse:0.05881 [854] validation_0-rmse:0.05880 [855] validation_0-rmse:0.05880 [856] validation_0-rmse:0.05880 [857] validation_0-rmse:0.05878 [858] validation_0-rmse:0.05878 [859] validation_0-rmse:0.05878 [860] validation_0-rmse:0.05879 [861] validation_0-rmse:0.05879 [862] validation_0-rmse:0.05878 [863] validation_0-rmse:0.05879 [864] validation_0-rmse:0.05879 [865] validation_0-rmse:0.05880 [866] validation_0-rmse:0.05881 [867] validation_0-rmse:0.05881
[I 2024-10-09 17:54:15,368] Trial 4 finished with value: 0.003458360278080575 and parameters: {'n_estimators': 868, 'max_depth': 12, 'learning_rate': 0.01530567801120718, 'subsample': 0.5371028954540022, 'colsample_bytree': 0.9157845598957558, 'gamma': 4.9810928562353665, 'min_child_weight': 5, 'reg_lambda': 0.03197792511376511, 'reg_alpha': 0.0012748244334616346}. Best is trial 0 with value: 0.0007250129265300765.
[0] validation_0-rmse:0.45735 [1] validation_0-rmse:0.44017 [2] validation_0-rmse:0.42384 [3] validation_0-rmse:0.40722 [4] validation_0-rmse:0.39153 [5] validation_0-rmse:0.37679 [6] validation_0-rmse:0.36218 [7] validation_0-rmse:0.34814 [8] validation_0-rmse:0.33571 [9] validation_0-rmse:0.32344 [10] validation_0-rmse:0.31215 [11] validation_0-rmse:0.30098 [12] validation_0-rmse:0.28886 [13] validation_0-rmse:0.27785 [14] validation_0-rmse:0.26714 [15] validation_0-rmse:0.25810 [16] validation_0-rmse:0.24862 [17] validation_0-rmse:0.23943 [18] validation_0-rmse:0.23082 [19] validation_0-rmse:0.22211 [20] validation_0-rmse:0.21452 [21] validation_0-rmse:0.20595 [22] validation_0-rmse:0.19895 [23] validation_0-rmse:0.19298 [24] validation_0-rmse:0.18497 [25] validation_0-rmse:0.17804 [26] validation_0-rmse:0.17244 [27] validation_0-rmse:0.16615 [28] validation_0-rmse:0.16016 [29] validation_0-rmse:0.15361 [30] validation_0-rmse:0.14909 [31] validation_0-rmse:0.14380 [32] validation_0-rmse:0.13794 [33] validation_0-rmse:0.13432 [34] validation_0-rmse:0.13043 [35] validation_0-rmse:0.12679 [36] validation_0-rmse:0.12282 [37] validation_0-rmse:0.11951 [38] validation_0-rmse:0.11642 [39] validation_0-rmse:0.11382 [40] validation_0-rmse:0.11111 [41] validation_0-rmse:0.10856 [42] validation_0-rmse:0.10406 [43] validation_0-rmse:0.10069 [44] validation_0-rmse:0.09576 [45] validation_0-rmse:0.09384 [46] validation_0-rmse:0.09178 [47] validation_0-rmse:0.09011 [48] validation_0-rmse:0.08843 [49] validation_0-rmse:0.08684 [50] validation_0-rmse:0.08522 [51] validation_0-rmse:0.08437 [52] validation_0-rmse:0.08359 [53] validation_0-rmse:0.07991 [54] validation_0-rmse:0.07876 [55] validation_0-rmse:0.07793 [56] validation_0-rmse:0.07681 [57] validation_0-rmse:0.07645 [58] validation_0-rmse:0.07555 [59] validation_0-rmse:0.07462 [60] validation_0-rmse:0.07434 [61] validation_0-rmse:0.07367 [62] validation_0-rmse:0.07345 [63] validation_0-rmse:0.07269 [64] validation_0-rmse:0.07242 [65] validation_0-rmse:0.07202 [66] validation_0-rmse:0.07179 [67] validation_0-rmse:0.07125 [68] validation_0-rmse:0.07067 [69] validation_0-rmse:0.07053 [70] validation_0-rmse:0.07006 [71] validation_0-rmse:0.06942 [72] validation_0-rmse:0.06909 [73] validation_0-rmse:0.06903 [74] validation_0-rmse:0.06894 [75] validation_0-rmse:0.06887 [76] validation_0-rmse:0.06877 [77] validation_0-rmse:0.06866 [78] validation_0-rmse:0.06866 [79] validation_0-rmse:0.06846 [80] validation_0-rmse:0.06831 [81] validation_0-rmse:0.06830 [82] validation_0-rmse:0.06558 [83] validation_0-rmse:0.06553 [84] validation_0-rmse:0.06546 [85] validation_0-rmse:0.06547 [86] validation_0-rmse:0.06547 [87] validation_0-rmse:0.06544 [88] validation_0-rmse:0.06533 [89] validation_0-rmse:0.06530 [90] validation_0-rmse:0.06528 [91] validation_0-rmse:0.06528 [92] validation_0-rmse:0.06528 [93] validation_0-rmse:0.06528 [94] validation_0-rmse:0.06529 [95] validation_0-rmse:0.06527 [96] validation_0-rmse:0.06528 [97] validation_0-rmse:0.06527 [98] validation_0-rmse:0.06527 [99] validation_0-rmse:0.06527 [100] validation_0-rmse:0.06527 [101] validation_0-rmse:0.06524 [102] validation_0-rmse:0.06525 [103] validation_0-rmse:0.06524 [104] validation_0-rmse:0.06520 [105] validation_0-rmse:0.06518 [106] validation_0-rmse:0.06510 [107] validation_0-rmse:0.06509 [108] validation_0-rmse:0.06509 [109] validation_0-rmse:0.06506 [110] validation_0-rmse:0.06506 [111] validation_0-rmse:0.06504 [112] validation_0-rmse:0.06504 [113] validation_0-rmse:0.06503 [114] validation_0-rmse:0.06502 [115] validation_0-rmse:0.06502 [116] validation_0-rmse:0.06502 [117] validation_0-rmse:0.06502 [118] validation_0-rmse:0.06502 [119] validation_0-rmse:0.06502 [120] validation_0-rmse:0.06502 [121] validation_0-rmse:0.06502 [122] validation_0-rmse:0.06503 [123] validation_0-rmse:0.06503 [124] validation_0-rmse:0.06502 [125] validation_0-rmse:0.06502 [126] validation_0-rmse:0.06502 [127] validation_0-rmse:0.06503 [128] validation_0-rmse:0.06503 [129] validation_0-rmse:0.06502 [130] validation_0-rmse:0.06502 [131] validation_0-rmse:0.06501 [132] validation_0-rmse:0.06501 [133] validation_0-rmse:0.06501 [134] validation_0-rmse:0.06502 [135] validation_0-rmse:0.06502 [136] validation_0-rmse:0.06502 [137] validation_0-rmse:0.06502 [138] validation_0-rmse:0.06502 [139] validation_0-rmse:0.06502 [140] validation_0-rmse:0.06502 [141] validation_0-rmse:0.06503 [142] validation_0-rmse:0.06503 [143] validation_0-rmse:0.06503 [144] validation_0-rmse:0.06504 [145] validation_0-rmse:0.06506 [146] validation_0-rmse:0.06506 [147] validation_0-rmse:0.06504 [148] validation_0-rmse:0.06504 [149] validation_0-rmse:0.06504 [150] validation_0-rmse:0.06504 [151] validation_0-rmse:0.06504 [152] validation_0-rmse:0.06504 [153] validation_0-rmse:0.06504 [154] validation_0-rmse:0.06504 [155] validation_0-rmse:0.06504 [156] validation_0-rmse:0.06504 [157] validation_0-rmse:0.06505 [158] validation_0-rmse:0.06505 [159] validation_0-rmse:0.06505 [160] validation_0-rmse:0.06506 [161] validation_0-rmse:0.06506
[I 2024-10-09 17:54:16,985] Trial 5 finished with value: 0.004232488939100286 and parameters: {'n_estimators': 162, 'max_depth': 9, 'learning_rate': 0.03706970752510797, 'subsample': 0.6630750620886975, 'colsample_bytree': 0.5921071418590955, 'gamma': 5.144268486984808, 'min_child_weight': 9, 'reg_lambda': 1.4644468551031338, 'reg_alpha': 1.948495822929107}. Best is trial 0 with value: 0.0007250129265300765.
[0] validation_0-rmse:0.46557 [1] validation_0-rmse:0.45607 [2] validation_0-rmse:0.44661 [3] validation_0-rmse:0.43722 [4] validation_0-rmse:0.42817 [5] validation_0-rmse:0.41938 [6] validation_0-rmse:0.41066 [7] validation_0-rmse:0.40186 [8] validation_0-rmse:0.39349 [9] validation_0-rmse:0.38516 [10] validation_0-rmse:0.37727 [11] validation_0-rmse:0.36952 [12] validation_0-rmse:0.36200 [13] validation_0-rmse:0.35424 [14] validation_0-rmse:0.34701 [15] validation_0-rmse:0.33981 [16] validation_0-rmse:0.33268 [17] validation_0-rmse:0.32585 [18] validation_0-rmse:0.31898 [19] validation_0-rmse:0.31241 [20] validation_0-rmse:0.30657 [21] validation_0-rmse:0.30018 [22] validation_0-rmse:0.29372 [23] validation_0-rmse:0.28761 [24] validation_0-rmse:0.28149 [25] validation_0-rmse:0.27600 [26] validation_0-rmse:0.27056 [27] validation_0-rmse:0.26537 [28] validation_0-rmse:0.26034 [29] validation_0-rmse:0.25503 [30] validation_0-rmse:0.24979 [31] validation_0-rmse:0.24450 [32] validation_0-rmse:0.23926 [33] validation_0-rmse:0.23424 [34] validation_0-rmse:0.22956 [35] validation_0-rmse:0.22463 [36] validation_0-rmse:0.22012 [37] validation_0-rmse:0.21578 [38] validation_0-rmse:0.21124 [39] validation_0-rmse:0.20673 [40] validation_0-rmse:0.20233 [41] validation_0-rmse:0.19792 [42] validation_0-rmse:0.19371 [43] validation_0-rmse:0.19028 [44] validation_0-rmse:0.18602 [45] validation_0-rmse:0.18220 [46] validation_0-rmse:0.17836 [47] validation_0-rmse:0.17452 [48] validation_0-rmse:0.17158 [49] validation_0-rmse:0.16787 [50] validation_0-rmse:0.16418 [51] validation_0-rmse:0.16150 [52] validation_0-rmse:0.15803 [53] validation_0-rmse:0.15455 [54] validation_0-rmse:0.15122 [55] validation_0-rmse:0.14796 [56] validation_0-rmse:0.14481 [57] validation_0-rmse:0.14176 [58] validation_0-rmse:0.13876 [59] validation_0-rmse:0.13560 [60] validation_0-rmse:0.13292 [61] validation_0-rmse:0.13003 [62] validation_0-rmse:0.12730 [63] validation_0-rmse:0.12459 [64] validation_0-rmse:0.12270 [65] validation_0-rmse:0.11993 [66] validation_0-rmse:0.11749 [67] validation_0-rmse:0.11501 [68] validation_0-rmse:0.11254 [69] validation_0-rmse:0.11083 [70] validation_0-rmse:0.10842 [71] validation_0-rmse:0.10609 [72] validation_0-rmse:0.10404 [73] validation_0-rmse:0.10191 [74] validation_0-rmse:0.10054 [75] validation_0-rmse:0.09870 [76] validation_0-rmse:0.09675 [77] validation_0-rmse:0.09539 [78] validation_0-rmse:0.09334 [79] validation_0-rmse:0.09138 [80] validation_0-rmse:0.08957 [81] validation_0-rmse:0.08763 [82] validation_0-rmse:0.08575 [83] validation_0-rmse:0.08415 [84] validation_0-rmse:0.08253 [85] validation_0-rmse:0.08083 [86] validation_0-rmse:0.07903 [87] validation_0-rmse:0.07725 [88] validation_0-rmse:0.07636 [89] validation_0-rmse:0.07511 [90] validation_0-rmse:0.07378 [91] validation_0-rmse:0.07207 [92] validation_0-rmse:0.07097 [93] validation_0-rmse:0.06968 [94] validation_0-rmse:0.06823 [95] validation_0-rmse:0.06704 [96] validation_0-rmse:0.06552 [97] validation_0-rmse:0.06478 [98] validation_0-rmse:0.06364 [99] validation_0-rmse:0.06230 [100] validation_0-rmse:0.06082 [101] validation_0-rmse:0.05983 [102] validation_0-rmse:0.05837 [103] validation_0-rmse:0.05697 [104] validation_0-rmse:0.05605 [105] validation_0-rmse:0.05512 [106] validation_0-rmse:0.05416 [107] validation_0-rmse:0.05339 [108] validation_0-rmse:0.05214 [109] validation_0-rmse:0.05122 [110] validation_0-rmse:0.05045 [111] validation_0-rmse:0.04972 [112] validation_0-rmse:0.04868 [113] validation_0-rmse:0.04802 [114] validation_0-rmse:0.04702 [115] validation_0-rmse:0.04645 [116] validation_0-rmse:0.04545 [117] validation_0-rmse:0.04473 [118] validation_0-rmse:0.04366 [119] validation_0-rmse:0.04304 [120] validation_0-rmse:0.04250 [121] validation_0-rmse:0.04211 [122] validation_0-rmse:0.04154 [123] validation_0-rmse:0.04115 [124] validation_0-rmse:0.04029 [125] validation_0-rmse:0.03986 [126] validation_0-rmse:0.03940 [127] validation_0-rmse:0.03900 [128] validation_0-rmse:0.03850 [129] validation_0-rmse:0.03815 [130] validation_0-rmse:0.03783 [131] validation_0-rmse:0.03748 [132] validation_0-rmse:0.03723 [133] validation_0-rmse:0.03694 [134] validation_0-rmse:0.03661 [135] validation_0-rmse:0.03601 [136] validation_0-rmse:0.03581 [137] validation_0-rmse:0.03554 [138] validation_0-rmse:0.03524 [139] validation_0-rmse:0.03497 [140] validation_0-rmse:0.03473 [141] validation_0-rmse:0.03458 [142] validation_0-rmse:0.03436 [143] validation_0-rmse:0.03409 [144] validation_0-rmse:0.03390 [145] validation_0-rmse:0.03372 [146] validation_0-rmse:0.03348 [147] validation_0-rmse:0.03329 [148] validation_0-rmse:0.03318 [149] validation_0-rmse:0.03310 [150] validation_0-rmse:0.03288 [151] validation_0-rmse:0.03272 [152] validation_0-rmse:0.03250 [153] validation_0-rmse:0.03237 [154] validation_0-rmse:0.03223 [155] validation_0-rmse:0.03213 [156] validation_0-rmse:0.03199 [157] validation_0-rmse:0.03189 [158] 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validation_0-rmse:0.02888 [717] validation_0-rmse:0.02888 [718] validation_0-rmse:0.02889 [719] validation_0-rmse:0.02892 [720] validation_0-rmse:0.02892 [721] validation_0-rmse:0.02892 [722] validation_0-rmse:0.02892 [723] validation_0-rmse:0.02892 [724] validation_0-rmse:0.02891 [725] validation_0-rmse:0.02891 [726] validation_0-rmse:0.02890 [727] validation_0-rmse:0.02891 [728] validation_0-rmse:0.02891 [729] validation_0-rmse:0.02891 [730] validation_0-rmse:0.02891 [731] validation_0-rmse:0.02890 [732] validation_0-rmse:0.02891 [733] validation_0-rmse:0.02891 [734] validation_0-rmse:0.02891 [735] validation_0-rmse:0.02891 [736] validation_0-rmse:0.02891 [737] validation_0-rmse:0.02891 [738] validation_0-rmse:0.02891 [739] validation_0-rmse:0.02891 [740] validation_0-rmse:0.02891 [741] validation_0-rmse:0.02891 [742] validation_0-rmse:0.02890 [743] validation_0-rmse:0.02891 [744] validation_0-rmse:0.02892 [745] validation_0-rmse:0.02892 [746] validation_0-rmse:0.02892 [747] validation_0-rmse:0.02892 [748] validation_0-rmse:0.02893 [749] validation_0-rmse:0.02893 [750] validation_0-rmse:0.02893 [751] validation_0-rmse:0.02893 [752] validation_0-rmse:0.02892 [753] validation_0-rmse:0.02892 [754] validation_0-rmse:0.02892 [755] validation_0-rmse:0.02895 [756] validation_0-rmse:0.02895 [757] validation_0-rmse:0.02896 [758] validation_0-rmse:0.02895 [759] validation_0-rmse:0.02895 [760] validation_0-rmse:0.02896 [761] validation_0-rmse:0.02897 [762] validation_0-rmse:0.02898 [763] validation_0-rmse:0.02897 [764] validation_0-rmse:0.02897 [765] validation_0-rmse:0.02897 [766] validation_0-rmse:0.02898
[I 2024-10-09 17:54:24,623] Trial 6 finished with value: 0.0008396023126530271 and parameters: {'n_estimators': 767, 'max_depth': 4, 'learning_rate': 0.019193245246947307, 'subsample': 0.6264093891733581, 'colsample_bytree': 0.5931611477511812, 'gamma': 1.1577379264665, 'min_child_weight': 1, 'reg_lambda': 1.5991021838019224, 'reg_alpha': 0.33903510875129306}. Best is trial 0 with value: 0.0007250129265300765.
[0] validation_0-rmse:0.46537 [1] validation_0-rmse:0.45558 [2] validation_0-rmse:0.44583 [3] validation_0-rmse:0.43614 [4] validation_0-rmse:0.42696 [5] validation_0-rmse:0.41750 [6] validation_0-rmse:0.40875 [7] validation_0-rmse:0.39973 [8] validation_0-rmse:0.39086 [9] validation_0-rmse:0.38224 [10] validation_0-rmse:0.37402 [11] validation_0-rmse:0.36632 [12] validation_0-rmse:0.35863 [13] validation_0-rmse:0.35107 [14] validation_0-rmse:0.34349 [15] validation_0-rmse:0.33608 [16] validation_0-rmse:0.32877 [17] validation_0-rmse:0.32174 [18] validation_0-rmse:0.31470 [19] validation_0-rmse:0.30804 [20] validation_0-rmse:0.30157 [21] validation_0-rmse:0.29491 [22] validation_0-rmse:0.28851 [23] validation_0-rmse:0.28254 [24] validation_0-rmse:0.27627 [25] validation_0-rmse:0.27037 [26] validation_0-rmse:0.26448 [27] validation_0-rmse:0.25868 [28] validation_0-rmse:0.25315 [29] validation_0-rmse:0.24772 [30] validation_0-rmse:0.24245 [31] validation_0-rmse:0.23732 [32] validation_0-rmse:0.23208 [33] validation_0-rmse:0.22694 [34] validation_0-rmse:0.22212 [35] validation_0-rmse:0.21731 [36] validation_0-rmse:0.21317 [37] validation_0-rmse:0.20873 [38] validation_0-rmse:0.20458 [39] validation_0-rmse:0.20002 [40] validation_0-rmse:0.19554 [41] validation_0-rmse:0.19123 [42] validation_0-rmse:0.18711 [43] validation_0-rmse:0.18305 [44] validation_0-rmse:0.17895 [45] validation_0-rmse:0.17526 [46] validation_0-rmse:0.17195 [47] validation_0-rmse:0.16823 [48] validation_0-rmse:0.16458 [49] validation_0-rmse:0.16146 [50] validation_0-rmse:0.15788 [51] validation_0-rmse:0.15442 [52] validation_0-rmse:0.15106 [53] validation_0-rmse:0.14810 [54] validation_0-rmse:0.14490 [55] validation_0-rmse:0.14190 [56] validation_0-rmse:0.13858 [57] validation_0-rmse:0.13572 [58] validation_0-rmse:0.13285 [59] validation_0-rmse:0.13033 [60] validation_0-rmse:0.12801 [61] validation_0-rmse:0.12544 [62] validation_0-rmse:0.12279 [63] validation_0-rmse:0.11987 [64] validation_0-rmse:0.11695 [65] validation_0-rmse:0.11450 [66] validation_0-rmse:0.11226 [67] validation_0-rmse:0.10999 [68] validation_0-rmse:0.10801 [69] validation_0-rmse:0.10594 [70] validation_0-rmse:0.10354 [71] validation_0-rmse:0.10117 [72] validation_0-rmse:0.09925 [73] validation_0-rmse:0.09776 [74] validation_0-rmse:0.09538 [75] validation_0-rmse:0.09353 [76] validation_0-rmse:0.09175 [77] validation_0-rmse:0.08968 [78] validation_0-rmse:0.08839 [79] validation_0-rmse:0.08682 [80] validation_0-rmse:0.08568 [81] validation_0-rmse:0.08434 [82] validation_0-rmse:0.08235 [83] validation_0-rmse:0.08089 [84] validation_0-rmse:0.07874 [85] validation_0-rmse:0.07767 [86] validation_0-rmse:0.07653 [87] validation_0-rmse:0.07505 [88] validation_0-rmse:0.07325 [89] validation_0-rmse:0.07236 [90] validation_0-rmse:0.07120 [91] validation_0-rmse:0.07009 [92] validation_0-rmse:0.06929 [93] validation_0-rmse:0.06797 [94] validation_0-rmse:0.06712 [95] validation_0-rmse:0.06635 [96] validation_0-rmse:0.06553 [97] validation_0-rmse:0.06462 [98] validation_0-rmse:0.06403 [99] validation_0-rmse:0.06301 [100] validation_0-rmse:0.06197 [101] validation_0-rmse:0.06103 [102] validation_0-rmse:0.06054 [103] validation_0-rmse:0.05969 [104] validation_0-rmse:0.05823 [105] validation_0-rmse:0.05775 [106] validation_0-rmse:0.05699 [107] validation_0-rmse:0.05622 [108] validation_0-rmse:0.05558 [109] validation_0-rmse:0.05510 [110] validation_0-rmse:0.05472 [111] validation_0-rmse:0.05427 [112] validation_0-rmse:0.05381 [113] validation_0-rmse:0.05257 [114] validation_0-rmse:0.05222 [115] validation_0-rmse:0.05166 [116] validation_0-rmse:0.05084 [117] validation_0-rmse:0.05050 [118] validation_0-rmse:0.05004 [119] validation_0-rmse:0.04952 [120] validation_0-rmse:0.04933 [121] validation_0-rmse:0.04897 [122] validation_0-rmse:0.04862 [123] validation_0-rmse:0.04834 [124] validation_0-rmse:0.04814 [125] validation_0-rmse:0.04779 [126] validation_0-rmse:0.04744 [127] validation_0-rmse:0.04611 [128] validation_0-rmse:0.04574 [129] validation_0-rmse:0.04566 [130] validation_0-rmse:0.04551 [131] validation_0-rmse:0.04534 [132] validation_0-rmse:0.04513 [133] validation_0-rmse:0.04484 [134] validation_0-rmse:0.04475 [135] validation_0-rmse:0.04451 [136] validation_0-rmse:0.04434 [137] validation_0-rmse:0.04411 [138] validation_0-rmse:0.04388 [139] validation_0-rmse:0.04368 [140] validation_0-rmse:0.04360 [141] validation_0-rmse:0.04348 [142] validation_0-rmse:0.04343 [143] validation_0-rmse:0.04272 [144] validation_0-rmse:0.04256 [145] validation_0-rmse:0.04244 [146] validation_0-rmse:0.04235 [147] validation_0-rmse:0.04218 [148] validation_0-rmse:0.04216 [149] validation_0-rmse:0.04205 [150] validation_0-rmse:0.04201 [151] validation_0-rmse:0.04072 [152] validation_0-rmse:0.04072 [153] validation_0-rmse:0.04060 [154] validation_0-rmse:0.04051 [155] validation_0-rmse:0.04019 [156] validation_0-rmse:0.04008 [157] validation_0-rmse:0.04007 [158] validation_0-rmse:0.04003 [159] validation_0-rmse:0.04002 [160] validation_0-rmse:0.03998 [161] validation_0-rmse:0.03996 [162] validation_0-rmse:0.03989 [163] validation_0-rmse:0.03989 [164] validation_0-rmse:0.03987 [165] validation_0-rmse:0.03987 [166] validation_0-rmse:0.03987 [167] validation_0-rmse:0.03986 [168] validation_0-rmse:0.03986 [169] validation_0-rmse:0.03984 [170] validation_0-rmse:0.03983 [171] validation_0-rmse:0.03983 [172] validation_0-rmse:0.03982 [173] validation_0-rmse:0.03983 [174] validation_0-rmse:0.03983 [175] validation_0-rmse:0.03983 [176] validation_0-rmse:0.03982 [177] validation_0-rmse:0.03981 [178] validation_0-rmse:0.03981 [179] validation_0-rmse:0.03981 [180] validation_0-rmse:0.03981 [181] validation_0-rmse:0.03981 [182] validation_0-rmse:0.03980 [183] validation_0-rmse:0.03980 [184] validation_0-rmse:0.03980 [185] validation_0-rmse:0.03980 [186] validation_0-rmse:0.03980 [187] validation_0-rmse:0.03980 [188] validation_0-rmse:0.03980 [189] validation_0-rmse:0.03980 [190] validation_0-rmse:0.03980 [191] validation_0-rmse:0.03980 [192] validation_0-rmse:0.03980 [193] validation_0-rmse:0.03980 [194] validation_0-rmse:0.03980 [195] validation_0-rmse:0.03980 [196] validation_0-rmse:0.03980 [197] validation_0-rmse:0.03980 [198] validation_0-rmse:0.03980 [199] validation_0-rmse:0.03980 [200] validation_0-rmse:0.03981 [201] validation_0-rmse:0.03982 [202] validation_0-rmse:0.03982 [203] validation_0-rmse:0.03982 [204] validation_0-rmse:0.03982 [205] validation_0-rmse:0.03982 [206] validation_0-rmse:0.03982 [207] validation_0-rmse:0.03982 [208] validation_0-rmse:0.03982 [209] validation_0-rmse:0.03981 [210] validation_0-rmse:0.03982 [211] validation_0-rmse:0.03982 [212] validation_0-rmse:0.03982 [213] validation_0-rmse:0.03982 [214] validation_0-rmse:0.03982 [215] validation_0-rmse:0.03982 [216] validation_0-rmse:0.03982 [217] validation_0-rmse:0.03983 [218] validation_0-rmse:0.03983 [219] validation_0-rmse:0.03983 [220] validation_0-rmse:0.03984 [221] validation_0-rmse:0.03983 [222] validation_0-rmse:0.03984 [223] validation_0-rmse:0.03984 [224] validation_0-rmse:0.03983 [225] validation_0-rmse:0.03984 [226] validation_0-rmse:0.03984 [227] validation_0-rmse:0.03984 [228] validation_0-rmse:0.03984 [229] validation_0-rmse:0.03864 [230] validation_0-rmse:0.03864 [231] validation_0-rmse:0.03864 [232] validation_0-rmse:0.03865 [233] validation_0-rmse:0.03864 [234] validation_0-rmse:0.03864 [235] validation_0-rmse:0.03864 [236] validation_0-rmse:0.03864 [237] validation_0-rmse:0.03864 [238] validation_0-rmse:0.03865 [239] validation_0-rmse:0.03865 [240] validation_0-rmse:0.03866 [241] validation_0-rmse:0.03867 [242] validation_0-rmse:0.03868 [243] validation_0-rmse:0.03868 [244] validation_0-rmse:0.03867 [245] validation_0-rmse:0.03868 [246] validation_0-rmse:0.03869 [247] validation_0-rmse:0.03869 [248] validation_0-rmse:0.03869 [249] validation_0-rmse:0.03869 [250] validation_0-rmse:0.03869 [251] validation_0-rmse:0.03869 [252] validation_0-rmse:0.03870
[I 2024-10-09 17:54:27,440] Trial 7 finished with value: 0.001497655884924269 and parameters: {'n_estimators': 253, 'max_depth': 8, 'learning_rate': 0.01964351951772107, 'subsample': 0.5314253629220833, 'colsample_bytree': 0.5685079870065639, 'gamma': 2.493167446528284, 'min_child_weight': 1, 'reg_lambda': 0.0046366843456592385, 'reg_alpha': 0.1258700201917801}. Best is trial 0 with value: 0.0007250129265300765.
[0] validation_0-rmse:0.46959 [1] validation_0-rmse:0.46377 [2] validation_0-rmse:0.45803 [3] validation_0-rmse:0.45227 [4] validation_0-rmse:0.44672 [5] validation_0-rmse:0.44107 [6] validation_0-rmse:0.43568 [7] validation_0-rmse:0.43031 [8] validation_0-rmse:0.42480 [9] validation_0-rmse:0.41940 [10] validation_0-rmse:0.41422 [11] validation_0-rmse:0.40928 [12] validation_0-rmse:0.40429 [13] validation_0-rmse:0.39908 [14] validation_0-rmse:0.39395 [15] validation_0-rmse:0.38915 [16] validation_0-rmse:0.38437 [17] validation_0-rmse:0.37956 [18] validation_0-rmse:0.37467 [19] validation_0-rmse:0.36982 [20] validation_0-rmse:0.36522 [21] validation_0-rmse:0.36075 [22] validation_0-rmse:0.35622 [23] validation_0-rmse:0.35190 [24] validation_0-rmse:0.34752 [25] validation_0-rmse:0.34315 [26] validation_0-rmse:0.33898 [27] validation_0-rmse:0.33500 [28] validation_0-rmse:0.33118 [29] validation_0-rmse:0.32738 [30] validation_0-rmse:0.32322 [31] validation_0-rmse:0.31923 [32] validation_0-rmse:0.31530 [33] validation_0-rmse:0.31131 [34] validation_0-rmse:0.30748 [35] validation_0-rmse:0.30354 [36] validation_0-rmse:0.29964 [37] validation_0-rmse:0.29586 [38] validation_0-rmse:0.29214 [39] validation_0-rmse:0.28849 [40] validation_0-rmse:0.28479 [41] validation_0-rmse:0.28121 [42] validation_0-rmse:0.27778 [43] validation_0-rmse:0.27431 [44] validation_0-rmse:0.27077 [45] validation_0-rmse:0.26773 [46] validation_0-rmse:0.26433 [47] validation_0-rmse:0.26101 [48] validation_0-rmse:0.25752 [49] validation_0-rmse:0.25437 [50] validation_0-rmse:0.25111 [51] validation_0-rmse:0.24791 [52] validation_0-rmse:0.24482 [53] validation_0-rmse:0.24173 [54] validation_0-rmse:0.23882 [55] validation_0-rmse:0.23578 [56] validation_0-rmse:0.23275 [57] validation_0-rmse:0.22980 [58] validation_0-rmse:0.22679 [59] validation_0-rmse:0.22388 [60] validation_0-rmse:0.22112 [61] validation_0-rmse:0.21838 [62] validation_0-rmse:0.21565 [63] validation_0-rmse:0.21289 [64] validation_0-rmse:0.21019 [65] validation_0-rmse:0.20743 [66] validation_0-rmse:0.20461 [67] validation_0-rmse:0.20196 [68] validation_0-rmse:0.19936 [69] validation_0-rmse:0.19693 [70] validation_0-rmse:0.19444 [71] validation_0-rmse:0.19200 [72] validation_0-rmse:0.18982 [73] validation_0-rmse:0.18771 [74] validation_0-rmse:0.18524 [75] validation_0-rmse:0.18301 [76] validation_0-rmse:0.18058 [77] validation_0-rmse:0.17818 [78] validation_0-rmse:0.17596 [79] validation_0-rmse:0.17389 [80] validation_0-rmse:0.17195 [81] validation_0-rmse:0.17028 [82] validation_0-rmse:0.16812 [83] validation_0-rmse:0.16621 [84] validation_0-rmse:0.16426 [85] validation_0-rmse:0.16233 [86] validation_0-rmse:0.16025 [87] validation_0-rmse:0.15842 [88] validation_0-rmse:0.15643 [89] validation_0-rmse:0.15445 [90] validation_0-rmse:0.15239 [91] validation_0-rmse:0.15042 [92] validation_0-rmse:0.14882 [93] validation_0-rmse:0.14720 [94] validation_0-rmse:0.14533 [95] validation_0-rmse:0.14351 [96] validation_0-rmse:0.14170 [97] validation_0-rmse:0.13992 [98] validation_0-rmse:0.13841 [99] validation_0-rmse:0.13664 [100] validation_0-rmse:0.13490 [101] validation_0-rmse:0.13322 [102] validation_0-rmse:0.13157 [103] validation_0-rmse:0.12980 [104] validation_0-rmse:0.12815 [105] validation_0-rmse:0.12669 [106] validation_0-rmse:0.12539 [107] validation_0-rmse:0.12378 [108] validation_0-rmse:0.12238 [109] validation_0-rmse:0.12098 [110] validation_0-rmse:0.11963 [111] validation_0-rmse:0.11828 [112] validation_0-rmse:0.11691 [113] validation_0-rmse:0.11561 [114] validation_0-rmse:0.11445 [115] validation_0-rmse:0.11291 [116] validation_0-rmse:0.11164 [117] validation_0-rmse:0.11042 [118] validation_0-rmse:0.10893 [119] validation_0-rmse:0.10749 [120] validation_0-rmse:0.10622 [121] validation_0-rmse:0.10488 [122] validation_0-rmse:0.10355 [123] validation_0-rmse:0.10242 [124] validation_0-rmse:0.10131 [125] validation_0-rmse:0.10017 [126] validation_0-rmse:0.09879 [127] 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validation_0-rmse:0.06834 [159] validation_0-rmse:0.06726 [160] validation_0-rmse:0.06675 [161] validation_0-rmse:0.06610 [162] validation_0-rmse:0.06553 [163] validation_0-rmse:0.06475 [164] validation_0-rmse:0.06373 [165] validation_0-rmse:0.06319 [166] validation_0-rmse:0.06272 [167] validation_0-rmse:0.06231 [168] validation_0-rmse:0.06186 [169] validation_0-rmse:0.06087 [170] validation_0-rmse:0.06015 [171] validation_0-rmse:0.05959 [172] validation_0-rmse:0.05903 [173] validation_0-rmse:0.05856 [174] validation_0-rmse:0.05814 [175] validation_0-rmse:0.05782 [176] validation_0-rmse:0.05729 [177] validation_0-rmse:0.05629 [178] validation_0-rmse:0.05584 [179] validation_0-rmse:0.05540 [180] validation_0-rmse:0.05495 [181] validation_0-rmse:0.05460 [182] validation_0-rmse:0.05418 [183] validation_0-rmse:0.05353 [184] validation_0-rmse:0.05312 [185] validation_0-rmse:0.05280 [186] validation_0-rmse:0.05243 [187] validation_0-rmse:0.05212 [188] validation_0-rmse:0.05169 [189] 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validation_0-rmse:0.03551 [314] validation_0-rmse:0.03551 [315] validation_0-rmse:0.03551 [316] validation_0-rmse:0.03551 [317] validation_0-rmse:0.03552 [318] validation_0-rmse:0.03552 [319] validation_0-rmse:0.03552 [320] validation_0-rmse:0.03552 [321] validation_0-rmse:0.03553 [322] validation_0-rmse:0.03553 [323] validation_0-rmse:0.03553 [324] validation_0-rmse:0.03553 [325] validation_0-rmse:0.03553 [326] validation_0-rmse:0.03553 [327] validation_0-rmse:0.03554 [328] validation_0-rmse:0.03554 [329] validation_0-rmse:0.03555 [330] validation_0-rmse:0.03556 [331] validation_0-rmse:0.03556 [332] validation_0-rmse:0.03556 [333] validation_0-rmse:0.03556 [334] validation_0-rmse:0.03557 [335] validation_0-rmse:0.03556 [336] validation_0-rmse:0.03557 [337] validation_0-rmse:0.03557 [338] validation_0-rmse:0.03557 [339] validation_0-rmse:0.03557 [340] validation_0-rmse:0.03557 [341] validation_0-rmse:0.03558 [342] validation_0-rmse:0.03558 [343] validation_0-rmse:0.03558 [344] validation_0-rmse:0.03559 [345] validation_0-rmse:0.03559 [346] validation_0-rmse:0.03560 [347] validation_0-rmse:0.03561 [348] validation_0-rmse:0.03561 [349] validation_0-rmse:0.03561 [350] validation_0-rmse:0.03561 [351] validation_0-rmse:0.03562 [352] validation_0-rmse:0.03562 [353] validation_0-rmse:0.03566 [354] validation_0-rmse:0.03566 [355] validation_0-rmse:0.03567 [356] validation_0-rmse:0.03567 [357] validation_0-rmse:0.03568 [358] validation_0-rmse:0.03520
[I 2024-10-09 17:54:32,215] Trial 8 finished with value: 0.001238932987175502 and parameters: {'n_estimators': 359, 'max_depth': 13, 'learning_rate': 0.011377040435138997, 'subsample': 0.525568780425504, 'colsample_bytree': 0.9545494219374258, 'gamma': 2.2449486143844997, 'min_child_weight': 6, 'reg_lambda': 0.002863337738083553, 'reg_alpha': 0.0014749992698342674}. Best is trial 0 with value: 0.0007250129265300765.
[0] validation_0-rmse:0.46459 [1] validation_0-rmse:0.45365 [2] validation_0-rmse:0.44294 [3] validation_0-rmse:0.43268 [4] validation_0-rmse:0.42260 [5] validation_0-rmse:0.41257 [6] validation_0-rmse:0.40281 [7] validation_0-rmse:0.39331 [8] validation_0-rmse:0.38392 [9] validation_0-rmse:0.37462 [10] validation_0-rmse:0.36563 [11] validation_0-rmse:0.35690 [12] validation_0-rmse:0.34833 [13] validation_0-rmse:0.34003 [14] validation_0-rmse:0.33183 [15] validation_0-rmse:0.32490 [16] validation_0-rmse:0.31707 [17] validation_0-rmse:0.30986 [18] validation_0-rmse:0.30326 [19] validation_0-rmse:0.29714 [20] validation_0-rmse:0.29034 [21] validation_0-rmse:0.28444 [22] validation_0-rmse:0.27763 [23] validation_0-rmse:0.27109 [24] validation_0-rmse:0.26466 [25] validation_0-rmse:0.25836 [26] validation_0-rmse:0.25317 [27] validation_0-rmse:0.24769 [28] validation_0-rmse:0.24243 [29] validation_0-rmse:0.23728 [30] validation_0-rmse:0.23223 [31] validation_0-rmse:0.22648 [32] 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validation_0-rmse:0.02085 [748] validation_0-rmse:0.02088
[I 2024-10-09 17:54:43,163] Trial 9 finished with value: 0.0004358665954410668 and parameters: {'n_estimators': 749, 'max_depth': 13, 'learning_rate': 0.021389009124812494, 'subsample': 0.7978787913976045, 'colsample_bytree': 0.9837968487393705, 'gamma': 1.0879600608478424, 'min_child_weight': 9, 'reg_lambda': 0.4739228885290268, 'reg_alpha': 0.008096233980987438}. Best is trial 9 with value: 0.0004358665954410668.
Best xgboost MSE for MIX-WICC: 0.0004358665954410668
Model Optimization for Pair: MIX-WICC: 67%|██████▋ | 2/3 [02:16<01:07, 67.98s/it][I 2024-10-09 17:54:43,185] A new study created in memory with name: no-name-13ef42f5-516d-451b-b4c9-799f590b69b9
[LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.526378397748311, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.526378397748311 [LightGBM] [Warning] lambda_l2 is set=0.03628523732684676, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.03628523732684676 [LightGBM] [Warning] lambda_l1 is set=0.39076317214672934, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.39076317214672934 [LightGBM] [Warning] bagging_fraction is set=0.5680108646405551, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5680108646405551 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.526378397748311, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.526378397748311 [LightGBM] [Warning] lambda_l2 is set=0.03628523732684676, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.03628523732684676 [LightGBM] [Warning] lambda_l1 is set=0.39076317214672934, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.39076317214672934 [LightGBM] [Warning] bagging_fraction is set=0.5680108646405551, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5680108646405551 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.526378397748311, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.526378397748311 [LightGBM] [Warning] lambda_l2 is set=0.03628523732684676, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.03628523732684676 [LightGBM] [Warning] lambda_l1 is set=0.39076317214672934, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.39076317214672934 [LightGBM] [Warning] bagging_fraction is set=0.5680108646405551, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5680108646405551 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:54:43,519] Trial 0 finished with value: 0.00039597999214895915 and parameters: {'n_estimators': 258, 'max_depth': 11, 'learning_rate': 0.018190933041363235, 'num_leaves': 156, 'feature_fraction': 0.526378397748311, 'bagging_fraction': 0.5680108646405551, 'lambda_l1': 0.39076317214672934, 'lambda_l2': 0.03628523732684676, 'min_child_samples': 89, 'min_split_gain': 0.010358398610397127, 'min_data_in_leaf': 23}. Best is trial 0 with value: 0.00039597999214895915.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] min_data_in_leaf is set=23, min_child_samples=89 will be ignored. Current value: min_data_in_leaf=23 [LightGBM] [Warning] feature_fraction is set=0.526378397748311, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.526378397748311 [LightGBM] [Warning] lambda_l2 is set=0.03628523732684676, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.03628523732684676 [LightGBM] [Warning] lambda_l1 is set=0.39076317214672934, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.39076317214672934 [LightGBM] [Warning] bagging_fraction is set=0.5680108646405551, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5680108646405551 [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=57 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.6931723027765111, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6931723027765111 [LightGBM] [Warning] lambda_l2 is set=0.011063904450099263, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.011063904450099263 [LightGBM] [Warning] lambda_l1 is set=0.009171189416330954, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009171189416330954 [LightGBM] [Warning] bagging_fraction is set=0.8837545614462796, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8837545614462796 [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=57 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.6931723027765111, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6931723027765111 [LightGBM] [Warning] lambda_l2 is set=0.011063904450099263, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.011063904450099263 [LightGBM] [Warning] lambda_l1 is set=0.009171189416330954, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009171189416330954 [LightGBM] [Warning] bagging_fraction is set=0.8837545614462796, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8837545614462796 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=57 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.6931723027765111, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6931723027765111 [LightGBM] [Warning] lambda_l2 is set=0.011063904450099263, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.011063904450099263 [LightGBM] [Warning] lambda_l1 is set=0.009171189416330954, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009171189416330954 [LightGBM] [Warning] bagging_fraction is set=0.8837545614462796, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8837545614462796 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=7, min_child_samples=57 will be ignored. Current value: min_data_in_leaf=7 [LightGBM] [Warning] feature_fraction is set=0.6931723027765111, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6931723027765111 [LightGBM] [Warning] lambda_l2 is set=0.011063904450099263, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.011063904450099263 [LightGBM] [Warning] lambda_l1 is set=0.009171189416330954, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.009171189416330954 [LightGBM] [Warning] bagging_fraction is set=0.8837545614462796, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8837545614462796
[I 2024-10-09 17:54:44,028] Trial 1 finished with value: 0.00012730413802308416 and parameters: {'n_estimators': 815, 'max_depth': 13, 'learning_rate': 0.051528826109848935, 'num_leaves': 79, 'feature_fraction': 0.6931723027765111, 'bagging_fraction': 0.8837545614462796, 'lambda_l1': 0.009171189416330954, 'lambda_l2': 0.011063904450099263, 'min_child_samples': 57, 'min_split_gain': 0.08570889494530998, 'min_data_in_leaf': 7}. Best is trial 1 with value: 0.00012730413802308416.
[LightGBM] [Warning] min_data_in_leaf is set=46, min_child_samples=70 will be ignored. Current value: min_data_in_leaf=46 [LightGBM] [Warning] feature_fraction is set=0.7619490361871979, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7619490361871979 [LightGBM] [Warning] lambda_l2 is set=2.5650659824385125, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.5650659824385125 [LightGBM] [Warning] lambda_l1 is set=0.9254663077295945, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9254663077295945 [LightGBM] [Warning] bagging_fraction is set=0.5199576134755801, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5199576134755801 [LightGBM] [Warning] min_data_in_leaf is set=46, min_child_samples=70 will be ignored. Current value: min_data_in_leaf=46 [LightGBM] [Warning] feature_fraction is set=0.7619490361871979, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7619490361871979 [LightGBM] [Warning] lambda_l2 is set=2.5650659824385125, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.5650659824385125 [LightGBM] [Warning] lambda_l1 is set=0.9254663077295945, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9254663077295945 [LightGBM] [Warning] bagging_fraction is set=0.5199576134755801, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5199576134755801 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=46, min_child_samples=70 will be ignored. Current value: min_data_in_leaf=46 [LightGBM] [Warning] feature_fraction is set=0.7619490361871979, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7619490361871979 [LightGBM] [Warning] lambda_l2 is set=2.5650659824385125, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.5650659824385125 [LightGBM] [Warning] lambda_l1 is set=0.9254663077295945, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9254663077295945 [LightGBM] [Warning] bagging_fraction is set=0.5199576134755801, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5199576134755801 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:54:44,520] Trial 2 finished with value: 0.03807242356267364 and parameters: {'n_estimators': 496, 'max_depth': 6, 'learning_rate': 0.06128927959328518, 'num_leaves': 193, 'feature_fraction': 0.7619490361871979, 'bagging_fraction': 0.5199576134755801, 'lambda_l1': 0.9254663077295945, 'lambda_l2': 2.5650659824385125, 'min_child_samples': 70, 'min_split_gain': 0.03372327960992854, 'min_data_in_leaf': 46}. Best is trial 1 with value: 0.00012730413802308416.
[LightGBM] [Warning] min_data_in_leaf is set=46, min_child_samples=70 will be ignored. Current value: min_data_in_leaf=46 [LightGBM] [Warning] feature_fraction is set=0.7619490361871979, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7619490361871979 [LightGBM] [Warning] lambda_l2 is set=2.5650659824385125, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.5650659824385125 [LightGBM] [Warning] lambda_l1 is set=0.9254663077295945, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.9254663077295945 [LightGBM] [Warning] bagging_fraction is set=0.5199576134755801, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5199576134755801 [LightGBM] [Warning] min_data_in_leaf is set=13, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=13 [LightGBM] [Warning] feature_fraction is set=0.7279583648698821, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7279583648698821 [LightGBM] [Warning] lambda_l2 is set=0.665743888781858, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.665743888781858 [LightGBM] [Warning] lambda_l1 is set=0.016599168450697394, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.016599168450697394 [LightGBM] [Warning] bagging_fraction is set=0.9150719066622139, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9150719066622139 [LightGBM] [Warning] min_data_in_leaf is set=13, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=13 [LightGBM] [Warning] feature_fraction is set=0.7279583648698821, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7279583648698821 [LightGBM] [Warning] lambda_l2 is set=0.665743888781858, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.665743888781858 [LightGBM] [Warning] lambda_l1 is set=0.016599168450697394, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.016599168450697394 [LightGBM] [Warning] bagging_fraction is set=0.9150719066622139, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9150719066622139 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=13, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=13 [LightGBM] [Warning] feature_fraction is set=0.7279583648698821, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7279583648698821 [LightGBM] [Warning] lambda_l2 is set=0.665743888781858, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.665743888781858 [LightGBM] [Warning] lambda_l1 is set=0.016599168450697394, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.016599168450697394 [LightGBM] [Warning] bagging_fraction is set=0.9150719066622139, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9150719066622139 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:54:44,827] Trial 3 finished with value: 0.0001611098850443878 and parameters: {'n_estimators': 425, 'max_depth': 6, 'learning_rate': 0.06669281793139965, 'num_leaves': 162, 'feature_fraction': 0.7279583648698821, 'bagging_fraction': 0.9150719066622139, 'lambda_l1': 0.016599168450697394, 'lambda_l2': 0.665743888781858, 'min_child_samples': 40, 'min_split_gain': 0.023416960345091754, 'min_data_in_leaf': 13}. Best is trial 1 with value: 0.00012730413802308416.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=13, min_child_samples=40 will be ignored. Current value: min_data_in_leaf=13 [LightGBM] [Warning] feature_fraction is set=0.7279583648698821, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.7279583648698821 [LightGBM] [Warning] lambda_l2 is set=0.665743888781858, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.665743888781858 [LightGBM] [Warning] lambda_l1 is set=0.016599168450697394, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.016599168450697394 [LightGBM] [Warning] bagging_fraction is set=0.9150719066622139, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9150719066622139 [LightGBM] [Warning] min_data_in_leaf is set=41, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=41 [LightGBM] [Warning] feature_fraction is set=0.8262019832837701, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8262019832837701 [LightGBM] [Warning] lambda_l2 is set=0.31993250996597644, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.31993250996597644 [LightGBM] [Warning] lambda_l1 is set=0.3406402074026514, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.3406402074026514 [LightGBM] [Warning] bagging_fraction is set=0.964442103678523, subsample=1.0 will be ignored. Current value: bagging_fraction=0.964442103678523 [LightGBM] [Warning] min_data_in_leaf is set=41, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=41 [LightGBM] [Warning] feature_fraction is set=0.8262019832837701, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8262019832837701 [LightGBM] [Warning] lambda_l2 is set=0.31993250996597644, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.31993250996597644 [LightGBM] [Warning] lambda_l1 is set=0.3406402074026514, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.3406402074026514 [LightGBM] [Warning] bagging_fraction is set=0.964442103678523, subsample=1.0 will be ignored. Current value: bagging_fraction=0.964442103678523 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=41, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=41 [LightGBM] [Warning] feature_fraction is set=0.8262019832837701, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8262019832837701 [LightGBM] [Warning] lambda_l2 is set=0.31993250996597644, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.31993250996597644 [LightGBM] [Warning] lambda_l1 is set=0.3406402074026514, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.3406402074026514 [LightGBM] [Warning] bagging_fraction is set=0.964442103678523, subsample=1.0 will be ignored. Current value: bagging_fraction=0.964442103678523 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:54:45,688] Trial 4 finished with value: 0.005115734179865812 and parameters: {'n_estimators': 803, 'max_depth': 10, 'learning_rate': 0.023010673233638826, 'num_leaves': 36, 'feature_fraction': 0.8262019832837701, 'bagging_fraction': 0.964442103678523, 'lambda_l1': 0.3406402074026514, 'lambda_l2': 0.31993250996597644, 'min_child_samples': 93, 'min_split_gain': 0.05405151637866157, 'min_data_in_leaf': 41}. Best is trial 1 with value: 0.00012730413802308416.
[LightGBM] [Warning] min_data_in_leaf is set=41, min_child_samples=93 will be ignored. Current value: min_data_in_leaf=41 [LightGBM] [Warning] feature_fraction is set=0.8262019832837701, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8262019832837701 [LightGBM] [Warning] lambda_l2 is set=0.31993250996597644, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.31993250996597644 [LightGBM] [Warning] lambda_l1 is set=0.3406402074026514, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.3406402074026514 [LightGBM] [Warning] bagging_fraction is set=0.964442103678523, subsample=1.0 will be ignored. Current value: bagging_fraction=0.964442103678523 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.5633494136151567, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5633494136151567 [LightGBM] [Warning] lambda_l2 is set=0.0028291535517067346, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028291535517067346 [LightGBM] [Warning] lambda_l1 is set=0.00847549700278626, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.00847549700278626 [LightGBM] [Warning] bagging_fraction is set=0.7112047415974289, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7112047415974289 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.5633494136151567, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5633494136151567 [LightGBM] [Warning] lambda_l2 is set=0.0028291535517067346, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028291535517067346 [LightGBM] [Warning] lambda_l1 is set=0.00847549700278626, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.00847549700278626 [LightGBM] [Warning] bagging_fraction is set=0.7112047415974289, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7112047415974289 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.5633494136151567, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5633494136151567 [LightGBM] [Warning] lambda_l2 is set=0.0028291535517067346, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028291535517067346 [LightGBM] [Warning] lambda_l1 is set=0.00847549700278626, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.00847549700278626 [LightGBM] [Warning] bagging_fraction is set=0.7112047415974289, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7112047415974289 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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-inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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-inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:54:46,002] Trial 5 finished with value: 0.0002172871190316265 and parameters: {'n_estimators': 462, 'max_depth': 8, 'learning_rate': 0.05883897933119194, 'num_leaves': 104, 'feature_fraction': 0.5633494136151567, 'bagging_fraction': 0.7112047415974289, 'lambda_l1': 0.00847549700278626, 'lambda_l2': 0.0028291535517067346, 'min_child_samples': 65, 'min_split_gain': 0.07407515230177275, 'min_data_in_leaf': 14}. Best is trial 1 with value: 0.00012730413802308416.
[LightGBM] [Warning] min_data_in_leaf is set=14, min_child_samples=65 will be ignored. Current value: min_data_in_leaf=14 [LightGBM] [Warning] feature_fraction is set=0.5633494136151567, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5633494136151567 [LightGBM] [Warning] lambda_l2 is set=0.0028291535517067346, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.0028291535517067346 [LightGBM] [Warning] lambda_l1 is set=0.00847549700278626, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.00847549700278626 [LightGBM] [Warning] bagging_fraction is set=0.7112047415974289, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7112047415974289 [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=55 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.6092329292346932, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6092329292346932 [LightGBM] [Warning] lambda_l2 is set=0.5619775385328113, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5619775385328113 [LightGBM] [Warning] lambda_l1 is set=0.04546180134379891, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.04546180134379891 [LightGBM] [Warning] bagging_fraction is set=0.8853284035776766, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8853284035776766 [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=55 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.6092329292346932, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6092329292346932 [LightGBM] [Warning] lambda_l2 is set=0.5619775385328113, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5619775385328113 [LightGBM] [Warning] lambda_l1 is set=0.04546180134379891, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.04546180134379891 [LightGBM] [Warning] bagging_fraction is set=0.8853284035776766, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8853284035776766 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=55 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.6092329292346932, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6092329292346932 [LightGBM] [Warning] lambda_l2 is set=0.5619775385328113, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5619775385328113 [LightGBM] [Warning] lambda_l1 is set=0.04546180134379891, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.04546180134379891 [LightGBM] [Warning] bagging_fraction is set=0.8853284035776766, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8853284035776766 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:54:46,514] Trial 6 finished with value: 0.017226209137388468 and parameters: {'n_estimators': 935, 'max_depth': 11, 'learning_rate': 0.268432520388092, 'num_leaves': 199, 'feature_fraction': 0.6092329292346932, 'bagging_fraction': 0.8853284035776766, 'lambda_l1': 0.04546180134379891, 'lambda_l2': 0.5619775385328113, 'min_child_samples': 55, 'min_split_gain': 0.027958437951341022, 'min_data_in_leaf': 45}. Best is trial 1 with value: 0.00012730413802308416.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=45, min_child_samples=55 will be ignored. Current value: min_data_in_leaf=45 [LightGBM] [Warning] feature_fraction is set=0.6092329292346932, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.6092329292346932 [LightGBM] [Warning] lambda_l2 is set=0.5619775385328113, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.5619775385328113 [LightGBM] [Warning] lambda_l1 is set=0.04546180134379891, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.04546180134379891 [LightGBM] [Warning] bagging_fraction is set=0.8853284035776766, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8853284035776766 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
[I 2024-10-09 17:54:46,770] Trial 7 finished with value: 0.00010656759094565028 and parameters: {'n_estimators': 318, 'max_depth': 7, 'learning_rate': 0.11737242988190238, 'num_leaves': 86, 'feature_fraction': 0.8691118489147887, 'bagging_fraction': 0.741186083694718, 'lambda_l1': 0.0023780583350743907, 'lambda_l2': 0.01497161080603928, 'min_child_samples': 67, 'min_split_gain': 0.06304622048976746, 'min_data_in_leaf': 20}. Best is trial 7 with value: 0.00010656759094565028.
[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=59 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.5334895819780912, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5334895819780912 [LightGBM] [Warning] lambda_l2 is set=2.113576206998485, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.113576206998485 [LightGBM] [Warning] lambda_l1 is set=1.8014995325230037, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.8014995325230037 [LightGBM] [Warning] bagging_fraction is set=0.5313429605385129, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5313429605385129 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=59 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.5334895819780912, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5334895819780912 [LightGBM] [Warning] lambda_l2 is set=2.113576206998485, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.113576206998485 [LightGBM] [Warning] lambda_l1 is set=1.8014995325230037, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.8014995325230037 [LightGBM] [Warning] bagging_fraction is set=0.5313429605385129, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5313429605385129 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=59 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.5334895819780912, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5334895819780912 [LightGBM] [Warning] lambda_l2 is set=2.113576206998485, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.113576206998485 [LightGBM] [Warning] lambda_l1 is set=1.8014995325230037, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.8014995325230037 [LightGBM] [Warning] bagging_fraction is set=0.5313429605385129, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5313429605385129 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:54:47,470] Trial 8 finished with value: 0.00023449535397535254 and parameters: {'n_estimators': 662, 'max_depth': 8, 'learning_rate': 0.011366192493133496, 'num_leaves': 21, 'feature_fraction': 0.5334895819780912, 'bagging_fraction': 0.5313429605385129, 'lambda_l1': 1.8014995325230037, 'lambda_l2': 2.113576206998485, 'min_child_samples': 59, 'min_split_gain': 0.04178763249603489, 'min_data_in_leaf': 20}. Best is trial 7 with value: 0.00010656759094565028.
[LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=59 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.5334895819780912, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5334895819780912 [LightGBM] [Warning] lambda_l2 is set=2.113576206998485, reg_lambda=0.0 will be ignored. Current value: lambda_l2=2.113576206998485 [LightGBM] [Warning] lambda_l1 is set=1.8014995325230037, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1.8014995325230037 [LightGBM] [Warning] bagging_fraction is set=0.5313429605385129, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5313429605385129 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=41 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.8089092816024026, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8089092816024026 [LightGBM] [Warning] lambda_l2 is set=0.2386582582728367, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2386582582728367 [LightGBM] [Warning] lambda_l1 is set=0.7538342165909931, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.7538342165909931 [LightGBM] [Warning] bagging_fraction is set=0.7617532474921622, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7617532474921622 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=41 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.8089092816024026, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8089092816024026 [LightGBM] [Warning] lambda_l2 is set=0.2386582582728367, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2386582582728367 [LightGBM] [Warning] lambda_l1 is set=0.7538342165909931, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.7538342165909931 [LightGBM] [Warning] bagging_fraction is set=0.7617532474921622, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7617532474921622 [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=41 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.8089092816024026, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8089092816024026 [LightGBM] [Warning] lambda_l2 is set=0.2386582582728367, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2386582582728367 [LightGBM] [Warning] lambda_l1 is set=0.7538342165909931, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.7538342165909931 [LightGBM] [Warning] bagging_fraction is set=0.7617532474921622, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7617532474921622 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
[I 2024-10-09 17:54:47,804] Trial 9 finished with value: 0.0048330181459149205 and parameters: {'n_estimators': 179, 'max_depth': 10, 'learning_rate': 0.010482522746554293, 'num_leaves': 45, 'feature_fraction': 0.8089092816024026, 'bagging_fraction': 0.7617532474921622, 'lambda_l1': 0.7538342165909931, 'lambda_l2': 0.2386582582728367, 'min_child_samples': 41, 'min_split_gain': 0.09399292231565808, 'min_data_in_leaf': 6}. Best is trial 7 with value: 0.00010656759094565028.
Model Optimization for Pair: MIX-WICC: 100%|██████████| 3/3 [02:21<00:00, 39.06s/it]
[LightGBM] [Warning] min_data_in_leaf is set=6, min_child_samples=41 will be ignored. Current value: min_data_in_leaf=6 [LightGBM] [Warning] feature_fraction is set=0.8089092816024026, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8089092816024026 [LightGBM] [Warning] lambda_l2 is set=0.2386582582728367, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.2386582582728367 [LightGBM] [Warning] lambda_l1 is set=0.7538342165909931, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.7538342165909931 [LightGBM] [Warning] bagging_fraction is set=0.7617532474921622, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7617532474921622 Best lightgbm MSE for MIX-WICC: 0.00010656759094565028 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000200 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2576 [LightGBM] [Info] Number of data points in the train set: 636, number of used features: 13 [LightGBM] [Info] Start training from score 0.829340 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements
Pair Progress: 100%|██████████| 5/5 [11:16<00:00, 135.40s/it]
[LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20
[LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887
[LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928
[LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907
[LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718
Top performing pairs and models:
Pair Model Best_Params MSE
0 BERRY-DXT LightGBM NaN 0.000057
1 HER-RTE CatBoost NaN 0.000022
2 KNT-MIOTA LightGBM NaN 0.000021
3 MIX-PINK LightGBM NaN 0.000041
4 MIX-WICC LightGBM NaN 0.000107
In [ ]:
results.sort_values(by='MSE', ascending=True)
Out[ ]:
| Pair | Model | Best_Params | MSE | |
|---|---|---|---|---|
| 10 | KNT-MIOTA | LightGBM | NaN | 0.000021 |
| 4 | HER-RTE | CatBoost | NaN | 0.000022 |
| 7 | HER-RTE | Ensemble | NaN | 0.000023 |
| 6 | HER-RTE | LightGBM | NaN | 0.000027 |
| 14 | MIX-PINK | LightGBM | NaN | 0.000041 |
| 2 | BERRY-DXT | LightGBM | NaN | 0.000057 |
| 5 | HER-RTE | XGBoost | NaN | 0.000071 |
| 3 | BERRY-DXT | Ensemble | NaN | 0.000089 |
| 0 | BERRY-DXT | CatBoost | NaN | 0.000104 |
| 18 | MIX-WICC | LightGBM | NaN | 0.000107 |
| 8 | KNT-MIOTA | CatBoost | NaN | 0.000111 |
| 11 | KNT-MIOTA | Ensemble | NaN | 0.000131 |
| 15 | MIX-PINK | Ensemble | NaN | 0.000133 |
| 13 | MIX-PINK | XGBoost | NaN | 0.000252 |
| 19 | MIX-WICC | Ensemble | NaN | 0.000292 |
| 17 | MIX-WICC | XGBoost | NaN | 0.000436 |
| 1 | BERRY-DXT | XGBoost | NaN | 0.000786 |
| 16 | MIX-WICC | CatBoost | NaN | 0.000904 |
| 9 | KNT-MIOTA | XGBoost | NaN | 0.000946 |
| 12 | MIX-PINK | CatBoost | NaN | 0.001022 |
In [ ]:
from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
from sklearn.preprocessing import StandardScaler
# Evaluation and Visualization Functions
def evaluate_model(y_true, y_pred):
"""Evaluates the model using multiple metrics."""
mae = mean_absolute_error(y_true, y_pred)
mse = mean_squared_error(y_true, y_pred)
rmse = np.sqrt(mse)
r2 = r2_score(y_true, y_pred)
return mae, mse, rmse, r2
def plot_residuals(y_true, y_pred, pair, model_name):
"""Plots residuals to check for patterns."""
residuals = y_true - y_pred
plt.figure(figsize=(12, 6))
plt.plot(residuals)
plt.title(f'Residuals for {pair} using {model_name}')
plt.xlabel('Time')
plt.ylabel('Residual')
plt.show()
# Histogram of residuals
plt.figure(figsize=(8, 6))
sns.histplot(residuals, bins=30, kde=True)
plt.title(f'Distribution of Residuals for {pair} using {model_name}')
plt.xlabel('Residual')
plt.ylabel('Frequency')
plt.show()
# QQ plot of residuals
from statsmodels.graphics.gofplots import qqplot
qqplot(residuals, line='s')
plt.title(f'QQ Plot of Residuals for {pair} using {model_name}')
plt.show()
In [ ]:
# After training and making predictions with your models
for pair in pairs:
print(f"Evaluating and visualizing for pair: {pair}")
# Filter data for each pair
pair_data = training_df[training_df['Pair'] == pair].copy()
if len(pair_data) == 0:
print(f"No data found for pair: {pair}. Skipping...")
continue
X = pair_data[features]
y = pair_data[target]
# ... (Your existing train-test split code) ...
# Make predictions with each model on the test set
xgb_pred = xgb_model.predict(X_val)
catboost_pred = catboost_model.predict(X_val)
lightgbm_pred = lightgbm_model.predict(X_val)
ensemble_pred = (xgb_pred + catboost_pred + lightgbm_pred) / 3
# Evaluate each model
mae_xgb, mse_xgb, rmse_xgb, r2_xgb = evaluate_model(y_val, xgb_pred)
mae_catboost, mse_catboost, rmse_catboost, r2_catboost = evaluate_model(y_val, catboost_pred)
mae_lightgbm, mse_lightgbm, rmse_lightgbm, r2_lightgbm = evaluate_model(y_val, lightgbm_pred)
mae_ensemble, mse_ensemble, rmse_ensemble, r2_ensemble = evaluate_model(y_val, ensemble_pred)
# Print evaluation results
print(f"XGBoost: MAE={mae_xgb:.2f}, MSE={mse_xgb:.2f}, RMSE={rmse_xgb:.2f}, R2={r2_xgb:.2f}")
print(f"CatBoost: MAE={mae_catboost:.2f}, MSE={mse_catboost:.2f}, RMSE={rmse_catboost:.2f}, R2={r2_catboost:.2f}")
print(f"LightGBM: MAE={mae_lightgbm:.2f}, MSE={mse_lightgbm:.2f}, RMSE={rmse_lightgbm:.2f}, R2={r2_lightgbm:.2f}")
print(f"Ensemble: MAE={mae_ensemble:.2f}, MSE={mse_ensemble:.2f}, RMSE={rmse_ensemble:.2f}, R2={r2_ensemble:.2f}")
# Analyze residuals for each model
plot_residuals(y_val, xgb_pred, pair, 'XGBoost')
plot_residuals(y_val, catboost_pred, pair, 'CatBoost')
plot_residuals(y_val, lightgbm_pred, pair, 'LightGBM')
plot_residuals(y_val, ensemble_pred, pair, 'Ensemble')
Evaluating and visualizing for pair: BERRY-DXT [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 XGBoost: MAE=0.02, MSE=0.00, RMSE=0.02, R2=0.98 CatBoost: MAE=0.03, MSE=0.00, RMSE=0.03, R2=0.95 LightGBM: MAE=0.01, MSE=0.00, RMSE=0.01, R2=0.99 Ensemble: MAE=0.01, MSE=0.00, RMSE=0.02, R2=0.98
Evaluating and visualizing for pair: HER-RTE [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 XGBoost: MAE=0.02, MSE=0.00, RMSE=0.02, R2=0.98 CatBoost: MAE=0.03, MSE=0.00, RMSE=0.03, R2=0.95 LightGBM: MAE=0.01, MSE=0.00, RMSE=0.01, R2=0.99 Ensemble: MAE=0.01, MSE=0.00, RMSE=0.02, R2=0.98
Evaluating and visualizing for pair: KNT-MIOTA [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 XGBoost: MAE=0.02, MSE=0.00, RMSE=0.02, R2=0.98 CatBoost: MAE=0.03, MSE=0.00, RMSE=0.03, R2=0.95 LightGBM: MAE=0.01, MSE=0.00, RMSE=0.01, R2=0.99 Ensemble: MAE=0.01, MSE=0.00, RMSE=0.02, R2=0.98
Evaluating and visualizing for pair: MIX-PINK [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 XGBoost: MAE=0.02, MSE=0.00, RMSE=0.02, R2=0.98 CatBoost: MAE=0.03, MSE=0.00, RMSE=0.03, R2=0.95 LightGBM: MAE=0.01, MSE=0.00, RMSE=0.01, R2=0.99 Ensemble: MAE=0.01, MSE=0.00, RMSE=0.02, R2=0.98
Evaluating and visualizing for pair: MIX-WICC [LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20 [LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887 [LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928 [LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907 [LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718 XGBoost: MAE=0.02, MSE=0.00, RMSE=0.02, R2=0.98 CatBoost: MAE=0.03, MSE=0.00, RMSE=0.03, R2=0.95 LightGBM: MAE=0.01, MSE=0.00, RMSE=0.01, R2=0.99 Ensemble: MAE=0.01, MSE=0.00, RMSE=0.02, R2=0.98
In [ ]:
# import pickle
# import joblib
# # Save the trained models
# joblib.dump(xgb_model, 'xgb_model.pkl')
# joblib.dump(catboost_model, 'catboost_model.pkl')
# joblib.dump(lightgbm_model, 'lightgbm_model.pkl')
# # Save the label encoder
# joblib.dump(le, 'label_encoder.pkl')
# # Save the results dataframe
# results.to_csv('model_results.csv', index=False)
# # Download the saved files (optional, if you want to download them to your local machine)
# from google.colab import files
# files.download('xgb_model.pkl')
# files.download('catboost_model.pkl')
# files.download('lightgbm_model.pkl')
# files.download('label_encoder.pkl')
# files.download('model_results.csv')
# training_df.to_csv('training_df.csv', index=False)
In [ ]:
print(top_five_pairs)
[('BERRY', 'DXT', 9.383919344315103e-27), ('MIX', 'PINK', 1.814004526229856e-21), ('KNT', 'MIOTA', 1.1398837620900376e-20), ('MIX', 'WICC', 5.831640617500326e-20), ('HER', 'RTE', 1.8280268752359297e-19)]
In [ ]:
five_selected_pairs =list(training_df['Pair'].unique())
five_selected_pairs
Out[ ]:
['BERRY-DXT', 'MIX-PINK', 'KNT-MIOTA', 'MIX-WICC', 'HER-RTE']
In [ ]:
import joblib
# Load the trained models
xgb_model = joblib.load('xgb_model.pkl')
catboost_model = joblib.load('catboost_model.pkl')
lightgbm_model = joblib.load('lightgbm_model.pkl')
# Load the label encoder
le = joblib.load('label_encoder.pkl')
In [ ]:
for pair in five_selected_pairs:
# Assuming 'Pair' column in training_df contains the pair information
pair_data = training_df[training_df['Pair'] == pair].copy()
# Check if there is data for the current pair
if pair_data.empty:
print(f"No data found for pair: {pair}. Skipping...")
else:
print(f"Data for pair: {pair}")
print(pair_data.head()) # Display first 5 rows
print("\n") # Add a separator between pairs
Data for pair: BERRY-DXT
Date Symbol1_Close Symbol2_Close Spread Z-Score Hedge_Ratio \
9 2018-04-16 0.056676 0.032678 3.706978 4.547968 0.75033
10 2018-04-17 0.058860 0.029134 4.307913 5.234698 0.75033
11 2018-04-18 0.060005 0.032296 4.155567 5.060601 0.75033
12 2018-04-19 0.061064 0.033379 4.186100 5.095494 0.75033
13 2018-04-20 0.058644 0.058364 1.559845 2.094292 0.75033
Spread_Change Z-Score_Change Pair Z-Score_Lag1 ... Spread_Lag1 \
9 -0.022276 -0.022727 BERRY-DXT 4.863980 ... 3.987456
10 0.034589 0.001963 BERRY-DXT 4.535657 ... 3.699912
11 -0.013367 -0.018859 BERRY-DXT 5.220679 ... 4.299850
12 -0.002914 -0.014322 BERRY-DXT 5.047015 ... 4.147756
13 -0.158040 -0.081649 BERRY-DXT 5.081821 ... 4.178240
Spread_MA Z-Score_MA Spread_STD Z-Score_STD Rolling_Corr Spread_Max \
9 0.037062 5.094021 0.008937 1.233396 -0.267480 0.057356
10 0.035988 4.945856 0.008120 1.120611 -0.104226 0.057356
11 0.033830 4.647975 0.003167 0.437043 0.289060 0.038842
12 0.033548 4.609009 0.002771 0.382491 0.542704 0.037000
13 0.032261 4.431491 0.006395 0.882625 0.040238 0.037000
Spread_Min Spread_CumSum Pair_Encoded
9 0.027714 0.370621 0
10 0.027714 0.407621 0
11 0.027714 0.443393 0
12 0.027714 0.479411 0
13 0.014851 0.494263 0
[5 rows x 21 columns]
Data for pair: MIX-PINK
Date Symbol1_Close Symbol2_Close Spread Z-Score \
1199 2019-09-02 0.047558 0.001761 5.634136 3.576651
1200 2019-09-03 0.048875 0.001914 5.798982 3.692788
1201 2019-09-04 0.049935 0.001698 5.928486 3.784027
1202 2019-09-05 0.049569 0.001692 5.883049 3.752016
1203 2019-09-06 0.053689 0.001657 6.393862 4.111894
Hedge_Ratio Spread_Change Z-Score_Change Pair Z-Score_Lag1 ... \
1199 -0.074656 21.702092 6.711395 MIX-PINK 0.067684 ...
1200 -0.074656 0.002560 -0.011430 MIX-PINK 3.566757 ...
1201 -0.074656 0.000847 -0.012308 MIX-PINK 3.682605 ...
1202 -0.074656 -0.006617 -0.016058 MIX-PINK 3.773617 ...
1203 -0.074656 0.016907 -0.004257 MIX-PINK 3.741685 ...
Spread_Lag1 Spread_MA Z-Score_MA Spread_STD Z-Score_STD \
1199 -0.213110 0.005293 0.400662 0.014896 1.079017
1200 5.623871 0.010135 0.752989 0.020145 1.462863
1201 5.788442 0.015086 1.114775 0.023356 1.699461
1202 5.917732 0.019995 1.472793 0.025070 1.825496
1203 5.872370 0.025318 1.866083 0.026120 1.908973
Rolling_Corr Spread_Max Spread_Min Spread_CumSum Pair_Encoded
1199 0.999976 0.047689 0.000554 0.229541 3
1200 0.999435 0.049018 0.000554 0.278559 3
1201 0.997371 0.050061 0.000566 0.328621 3
1202 0.996773 0.050061 0.000566 0.378316 3
1203 0.992731 0.053812 0.000566 0.432128 3
[5 rows x 21 columns]
Data for pair: KNT-MIOTA
Date Symbol1_Close Symbol2_Close Spread Z-Score \
1885 2018-08-06 0.016862 0.802334 1.736696 5.340097
1886 2018-08-07 0.018581 0.732582 1.956375 5.950471
1887 2018-08-08 0.014293 0.613577 1.435097 4.502108
1888 2018-08-09 0.014779 0.641128 1.492868 4.662623
1889 2018-08-10 0.015725 0.575588 1.616120 5.005078
Hedge_Ratio Spread_Change Z-Score_Change Pair Z-Score_Lag1 \
1885 0.000729 1.025926 -2.038359 KNT-MIOTA -0.304788
1886 0.000729 0.023673 -0.002188 KNT-MIOTA 5.325815
1887 0.000729 -0.065448 -0.042595 KNT-MIOTA 5.934671
1888 0.000729 0.004065 -0.011072 KNT-MIOTA 4.489911
1889 0.000729 0.013401 -0.006801 KNT-MIOTA 4.650027
... Spread_Lag1 Spread_MA Z-Score_MA Spread_STD Z-Score_STD \
1885 ... 0.124030 0.004601 0.244434 0.004103 1.737033
1886 ... 1.732903 0.006080 0.853501 0.005856 2.445104
1887 ... 1.952217 0.007138 1.321508 0.006235 2.638408
1888 ... 1.431805 0.008218 1.803146 0.006468 2.749282
1889 ... 1.489480 0.009405 2.318701 0.006581 2.795415
Rolling_Corr Spread_Max Spread_Min Spread_CumSum Pair_Encoded
1885 0.999778 0.016277 0.003194 4.922720 2
1886 0.993151 0.018047 0.003194 4.940768 2
1887 0.993834 0.018047 0.003194 4.954614 2
1888 0.994199 0.018047 0.003194 4.968926 2
1889 0.990826 0.018047 0.003194 4.984231 2
[5 rows x 21 columns]
Data for pair: MIX-WICC
Date Symbol1_Close Symbol2_Close Spread Z-Score \
2963 2019-09-02 0.047558 0.140948 5.783306 3.533880
2964 2019-09-03 0.048875 0.138990 5.944430 3.647727
2965 2019-09-04 0.049935 0.138836 6.075756 3.740519
2966 2019-09-05 0.049569 0.138800 6.030337 3.708427
2967 2019-09-06 0.053689 0.136032 6.538222 4.067287
Hedge_Ratio Spread_Change Z-Score_Change Pair Z-Score_Lag1 ... \
2963 -0.009462 48.797126 -2.202301 MIX-WICC -0.182049 ...
2964 -0.009462 0.002221 -0.011458 MIX-WICC 3.524093 ...
2965 -0.009462 0.000794 -0.012225 MIX-WICC 3.637656 ...
2966 -0.009462 -0.006572 -0.016071 MIX-WICC 3.730217 ...
2967 -0.009462 0.016281 -0.004160 MIX-WICC 3.698205 ...
Spread_Lag1 Spread_MA Z-Score_MA Spread_STD Z-Score_STD \
2963 -0.251064 0.005117 0.173046 0.015381 1.144374
2964 5.772792 0.010109 0.545559 0.020785 1.549643
2965 5.933649 0.015210 0.927880 0.024090 1.798988
2966 6.064756 0.020274 1.307370 0.025851 1.931194
2967 6.019413 0.025750 1.722149 0.026909 2.015390
Rolling_Corr Spread_Max Spread_Min Spread_CumSum Pair_Encoded
2963 -0.953738 0.048891 0.000224 5.834599 4
2964 -0.975416 0.050190 0.000224 5.884789 4
2965 -0.989352 0.051248 0.000224 5.936037 4
2966 -0.995033 0.051248 0.000224 5.986920 4
2967 -0.996176 0.054976 0.000258 6.041895 4
[5 rows x 21 columns]
Data for pair: HER-RTE
Date Symbol1_Close Symbol2_Close Spread Z-Score \
3649 2018-06-27 0.016488 0.021457 0.231091 6.443377
3650 2018-06-28 0.013647 0.020143 -0.027578 3.558355
3651 2018-06-29 0.014251 0.020722 0.005990 3.932741
3652 2018-06-30 0.014181 0.021731 -0.074738 3.032361
3653 2018-07-01 0.016494 0.024518 0.013360 4.014941
Hedge_Ratio Spread_Change Z-Score_Change Pair Z-Score_Lag1 ... \
3649 0.575377 -0.014530 -2.011999 HER-RTE -0.375045 ...
3650 0.575377 -0.136033 -0.065670 HER-RTE 6.426350 ...
3651 0.575377 0.029603 -0.003204 HER-RTE 3.548506 ...
3652 0.575377 -0.077636 -0.040984 HER-RTE 3.921961 ...
3653 0.575377 0.105750 0.021559 HER-RTE 3.023821 ...
Spread_Lag1 Spread_MA Z-Score_MA Spread_STD Z-Score_STD \
3649 0.249866 0.004410 0.299283 0.000191 2.095115
3650 0.229799 0.004164 0.680376 0.000764 2.299111
3651 -0.028440 0.003943 1.097633 0.000942 2.463228
3652 0.005071 0.003638 1.425690 0.001134 2.469118
3653 -0.075522 0.003413 1.850205 0.001138 2.495282
Rolling_Corr Spread_Max Spread_Min Spread_CumSum Pair_Encoded
3649 -0.964575 0.004726 0.004142 11.755291 1
3650 -0.972618 0.004726 0.002057 11.757348 1
3651 -0.982670 0.004726 0.002057 11.759676 1
3652 -0.988391 0.004630 0.001677 11.761353 1
3653 -0.986846 0.004444 0.001677 11.763741 1
[5 rows x 21 columns]
In [ ]:
import numpy as np
import pandas as pd
# Define the base position size (e.g., 5% of the total capital)
base_position_size = 0.05 # This can be adjusted based on your risk management strategy
# Lower the thresholds to trigger more trades
signal_threshold_long = -0.75 # More trades with a smaller threshold for going long
signal_threshold_short = 0.75 # More trades with a smaller threshold for going short
# Dictionary to store signals for each pair
signals_dict = {}
for pair in five_selected_pairs:
print(f"Generating signals for pair: {pair}")
# Filter data for the current pair
pair_data = training_df[training_df['Pair'] == pair].copy()
if pair_data.empty:
print(f"No data found for pair: {pair}. Skipping...")
continue
# Features and target variable
X = pair_data[features] # Ensure 'features' are defined
y = pair_data[target] # Ensure 'target' is defined
# Predictions from trained models
xgb_pred = xgb_model.predict(X)
catboost_pred = catboost_model.predict(X)
lightgbm_pred = lightgbm_model.predict(X)
# Ensemble predictions
ensemble_pred = (xgb_pred + catboost_pred + lightgbm_pred) / 3
# Generate signals based on ensemble predictions
signals = pd.DataFrame({
'Spread_Prediction': ensemble_pred,
'Actual_Spread': y,
'Signal': np.where(ensemble_pred < signal_threshold_long, 1, # Buy signal
np.where(ensemble_pred > signal_threshold_short, -1, 0)) # Sell signal
}, index=pair_data.index) # Use pair_data's index
# Calculate Position Size (Fixed for now)
signals['Position_Size'] = base_position_size
# Optional: Add dynamic position sizing logic based on prediction confidence or volatility
# Calculate Stop-Loss (Dynamic based on volatility, for example)
stop_loss_pct = 0.05 # Example: 5% stop-loss level
signals['Hard_Stop_Loss'] = np.where(signals['Signal'] == 1,
signals['Actual_Spread'] * (1 - stop_loss_pct),
np.where(signals['Signal'] == -1,
signals['Actual_Spread'] * (1 + stop_loss_pct), 0))
# Store signals for the pair in the dictionary
signals_dict[(pair.split('-')[0], pair.split('-')[1])] = signals
# Display signals with actions
print(signals[signals['Signal'] != 0]) # Show only signals that are not zero
# Verify signals_dict
print("Signals generated for the following pairs:")
for key in signals_dict.keys():
print(key, signals_dict[key][signals_dict[key]['Signal'] != 0].shape[0]) # Print number of signals generated
Generating signals for pair: BERRY-DXT
[LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20
[LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887
[LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928
[LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907
[LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718
Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
9 7.106791 3.706978 -1 0.05 3.892326
10 7.523164 4.307913 -1 0.05 4.523309
11 6.577491 4.155567 -1 0.05 4.363345
12 6.595814 4.186100 -1 0.05 4.395406
13 3.984294 1.559845 -1 0.05 1.637837
... ... ... ... ... ...
1194 1.454676 -0.210016 -1 0.05 -0.220517
1195 1.471890 -0.211968 -1 0.05 -0.222566
1196 1.481641 -0.209711 -1 0.05 -0.220197
1197 1.488962 -0.209440 -1 0.05 -0.219912
1198 1.483938 -0.212554 -1 0.05 -0.223182
[1190 rows x 5 columns]
Generating signals for pair: MIX-PINK
[LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20
[LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887
[LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928
[LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907
[LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718
Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
1199 5.043057 5.634136 -1 0.05 5.915843
1200 5.305907 5.798982 -1 0.05 6.088931
1201 5.611751 5.928486 -1 0.05 6.224911
1202 5.721945 5.883049 -1 0.05 6.177202
1203 5.986834 6.393862 -1 0.05 6.713555
... ... ... ... ... ...
1880 1.141395 0.129874 -1 0.05 0.136368
1881 1.131850 0.118507 -1 0.05 0.124433
1882 1.117093 0.113423 -1 0.05 0.119094
1883 1.120645 0.116695 -1 0.05 0.122529
1884 1.126366 0.125146 -1 0.05 0.131403
[686 rows x 5 columns]
Generating signals for pair: KNT-MIOTA
[LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20
[LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887
[LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928
[LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907
[LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718
Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
1885 5.288722 1.736696 -1 0.05 1.823531
1886 5.544926 1.956375 -1 0.05 2.054194
1887 5.808436 1.435097 -1 0.05 1.506852
1888 5.964178 1.492868 -1 0.05 1.567512
1889 6.237395 1.616120 -1 0.05 1.696926
... ... ... ... ... ...
2958 1.214479 -0.250779 -1 0.05 -0.263318
2959 1.215024 -0.250667 -1 0.05 -0.263201
2960 1.214941 -0.248974 -1 0.05 -0.261423
2961 1.208473 -0.250799 -1 0.05 -0.263339
2962 1.212081 -0.250572 -1 0.05 -0.263100
[1078 rows x 5 columns]
Generating signals for pair: MIX-WICC
[LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20
[LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887
[LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928
[LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907
[LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718
Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
2963 5.810981 5.783306 -1 0.05 6.072471
2964 5.849658 5.944430 -1 0.05 6.241651
2965 6.180372 6.075756 -1 0.05 6.379543
2966 5.937846 6.030337 -1 0.05 6.331854
2967 6.494076 6.538222 -1 0.05 6.865133
... ... ... ... ... ...
3585 1.067343 1.094234 -1 0.05 1.148946
3586 1.092036 1.102133 -1 0.05 1.157240
3587 1.309638 1.331349 -1 0.05 1.397916
3588 0.825914 0.828461 -1 0.05 0.869884
3589 0.819225 0.834278 -1 0.05 0.875992
[136 rows x 5 columns]
Generating signals for pair: HER-RTE
[LightGBM] [Warning] min_data_in_leaf is set=20, min_child_samples=67 will be ignored. Current value: min_data_in_leaf=20
[LightGBM] [Warning] feature_fraction is set=0.8691118489147887, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.8691118489147887
[LightGBM] [Warning] lambda_l2 is set=0.01497161080603928, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01497161080603928
[LightGBM] [Warning] lambda_l1 is set=0.0023780583350743907, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.0023780583350743907
[LightGBM] [Warning] bagging_fraction is set=0.741186083694718, subsample=1.0 will be ignored. Current value: bagging_fraction=0.741186083694718
Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
3649 3.830145 0.231091 -1 0.05 0.242646
3650 3.296384 -0.027578 -1 0.05 -0.028956
3651 3.951658 0.005990 -1 0.05 0.006289
3652 2.961744 -0.074738 -1 0.05 -0.078475
3653 3.969654 0.013360 -1 0.05 0.014028
... ... ... ... ... ...
4762 0.916106 -0.331513 -1 0.05 -0.348089
4763 0.956574 -0.331010 -1 0.05 -0.347561
4764 0.938519 -0.331874 -1 0.05 -0.348468
4765 0.899990 -0.332664 -1 0.05 -0.349297
4766 0.864241 -0.334989 -1 0.05 -0.351738
[700 rows x 5 columns]
Signals generated for the following pairs:
('BERRY', 'DXT') 1190
('MIX', 'PINK') 686
('KNT', 'MIOTA') 1078
('MIX', 'WICC') 136
('HER', 'RTE') 700
In [ ]:
signals_dict
Out[ ]:
{('BERRY',
'DXT'): Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
9 7.106791 3.706978 -1 0.05 3.892326
10 7.523164 4.307913 -1 0.05 4.523309
11 6.577491 4.155567 -1 0.05 4.363345
12 6.595814 4.186100 -1 0.05 4.395406
13 3.984294 1.559845 -1 0.05 1.637837
... ... ... ... ... ...
1194 1.454676 -0.210016 -1 0.05 -0.220517
1195 1.471890 -0.211968 -1 0.05 -0.222566
1196 1.481641 -0.209711 -1 0.05 -0.220197
1197 1.488962 -0.209440 -1 0.05 -0.219912
1198 1.483938 -0.212554 -1 0.05 -0.223182
[1190 rows x 5 columns],
('MIX',
'PINK'): Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
1199 5.043057 5.634136 -1 0.05 5.915843
1200 5.305907 5.798982 -1 0.05 6.088931
1201 5.611751 5.928486 -1 0.05 6.224911
1202 5.721945 5.883049 -1 0.05 6.177202
1203 5.986834 6.393862 -1 0.05 6.713555
... ... ... ... ... ...
1880 1.141395 0.129874 -1 0.05 0.136368
1881 1.131850 0.118507 -1 0.05 0.124433
1882 1.117093 0.113423 -1 0.05 0.119094
1883 1.120645 0.116695 -1 0.05 0.122529
1884 1.126366 0.125146 -1 0.05 0.131403
[686 rows x 5 columns],
('KNT',
'MIOTA'): Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
1885 5.288722 1.736696 -1 0.05 1.823531
1886 5.544926 1.956375 -1 0.05 2.054194
1887 5.808436 1.435097 -1 0.05 1.506852
1888 5.964178 1.492868 -1 0.05 1.567512
1889 6.237395 1.616120 -1 0.05 1.696926
... ... ... ... ... ...
2958 1.214479 -0.250779 -1 0.05 -0.263318
2959 1.215024 -0.250667 -1 0.05 -0.263201
2960 1.214941 -0.248974 -1 0.05 -0.261423
2961 1.208473 -0.250799 -1 0.05 -0.263339
2962 1.212081 -0.250572 -1 0.05 -0.263100
[1078 rows x 5 columns],
('MIX',
'WICC'): Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
2963 5.810981 5.783306 -1 0.05 6.072471
2964 5.849658 5.944430 -1 0.05 6.241651
2965 6.180372 6.075756 -1 0.05 6.379543
2966 5.937846 6.030337 -1 0.05 6.331854
2967 6.494076 6.538222 -1 0.05 6.865133
... ... ... ... ... ...
3644 0.290635 0.268495 0 0.05 0.000000
3645 0.273655 0.252046 0 0.05 0.000000
3646 0.269797 0.246114 0 0.05 0.000000
3647 0.259641 0.240970 0 0.05 0.000000
3648 0.256646 0.251192 0 0.05 0.000000
[686 rows x 5 columns],
('HER',
'RTE'): Spread_Prediction Actual_Spread Signal Position_Size Hard_Stop_Loss
3649 3.830145 0.231091 -1 0.05 0.242646
3650 3.296384 -0.027578 -1 0.05 -0.028956
3651 3.951658 0.005990 -1 0.05 0.006289
3652 2.961744 -0.074738 -1 0.05 -0.078475
3653 3.969654 0.013360 -1 0.05 0.014028
... ... ... ... ... ...
4762 0.916106 -0.331513 -1 0.05 -0.348089
4763 0.956574 -0.331010 -1 0.05 -0.347561
4764 0.938519 -0.331874 -1 0.05 -0.348468
4765 0.899990 -0.332664 -1 0.05 -0.349297
4766 0.864241 -0.334989 -1 0.05 -0.351738
[1118 rows x 5 columns]}
In [ ]:
import pandas as pd
def backtest_signals(signals_dict, capital=100000):
"""Backtests the generated signals."""
portfolio_value = capital
portfolio_values = [portfolio_value] # Initialize list to store portfolio values
positions = {} # Track current open positions (pair: (entry_price, quantity))
trades = [] # Initialize trades list to store trade information
for pair_key, signals in signals_dict.items():
for index, row in signals.iterrows():
signal = row['Signal']
actual_spread = row['Actual_Spread']
position_size = row['Position_Size'] * portfolio_value
if signal == 1: # Buy Signal
if pair_key not in positions:
quantity = position_size / actual_spread # Buy based on current price
positions[pair_key] = (actual_spread, quantity)
trades.append([index, pair_key[0], pair_key[1], actual_spread, quantity, 'Buy']) # Record trade
print(f"[{index}] Buy {pair_key}: Spread {actual_spread:.2f}, Quantity {quantity:.2f}")
elif signal == -1: # Sell Signal
if pair_key not in positions:
quantity = position_size / actual_spread # Sell based on current price
positions[pair_key] = (actual_spread, -quantity)
trades.append([index, pair_key[0], pair_key[1], actual_spread, quantity, 'Sell']) # Record trade
print(f"[{index}] Sell {pair_key}: Spread {actual_spread:.2f}, Quantity {quantity:.2f}")
elif signal == 0: # Close Signal
if pair_key in positions:
entry_price, quantity = positions[pair_key]
profit_loss = quantity * (actual_spread - entry_price)
portfolio_value += profit_loss
positions[pair_key] = (entry_price, 0) # Mark position as closed by setting quantity to 0
trades.append([index, pair_key[0], pair_key[1], actual_spread, quantity, 'Close']) # Record trade
portfolio_values.append(portfolio_value)
print(f"[{index}] Close {pair_key}: Spread {actual_spread:.2f}, Profit/Loss {profit_loss:.2f}")
# Close remaining open positions at the end of the backtest
for pair_key in list(positions.keys()):
if positions[pair_key][1] != 0: # Check if position is still open (quantity not 0)
entry_price, quantity = positions[pair_key]
last_spread = signals.iloc[-1]['Actual_Spread'] # Get last spread from signals
profit_loss = quantity * (last_spread - entry_price)
portfolio_value += profit_loss
trades.append([signals.index[-1], pair_key[0], pair_key[1], last_spread, quantity, 'Close']) # Record trade
del positions[pair_key] # Safe to delete now
print(f"[End] Close {pair_key}: Spread {last_spread:.2f}, Profit/Loss {profit_loss:.2f}")
# Create trades DataFrame
trades_df = pd.DataFrame(trades, columns=['Date', 'Asset1', 'Asset2', 'Spread', 'Quantity', 'Action'])
trades_df['Date'] = pd.to_datetime(trades_df['Date']) # Convert 'Date' to datetime
trades_df.set_index('Date', inplace=True) # Set 'Date' as the index
return portfolio_value, portfolio_values, trades_df
# Backtest the signals
final_portfolio_value, portfolio_values, trades_df = backtest_signals(signals_dict)
print(f"Final portfolio value: {final_portfolio_value:.2f}")
# Optionally, print the trades DataFrame to verify trades
print(trades_df)
[9] Sell ('BERRY', 'DXT'): Spread 3.71, Quantity 1348.81
[1199] Sell ('MIX', 'PINK'): Spread 5.63, Quantity 887.45
[1885] Sell ('KNT', 'MIOTA'): Spread 1.74, Quantity 2879.03
[2963] Sell ('MIX', 'WICC'): Spread 5.78, Quantity 864.56
[3014] Close ('MIX', 'WICC'): Spread 0.70, Profit/Loss 4396.32
[3029] Close ('MIX', 'WICC'): Spread 0.77, Profit/Loss -0.00
[3030] Close ('MIX', 'WICC'): Spread 0.69, Profit/Loss -0.00
[3031] Close ('MIX', 'WICC'): Spread 0.65, Profit/Loss -0.00
[3032] Close ('MIX', 'WICC'): Spread 0.64, Profit/Loss -0.00
[3033] Close ('MIX', 'WICC'): Spread 0.62, Profit/Loss -0.00
[3034] Close ('MIX', 'WICC'): Spread 0.62, Profit/Loss -0.00
[3035] Close ('MIX', 'WICC'): Spread 0.52, Profit/Loss -0.00
[3036] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3037] Close ('MIX', 'WICC'): Spread 0.38, Profit/Loss -0.00
[3038] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3039] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3040] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3041] Close ('MIX', 'WICC'): Spread 0.35, Profit/Loss -0.00
[3042] Close ('MIX', 'WICC'): Spread 0.34, Profit/Loss -0.00
[3043] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3044] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3045] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3046] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3047] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3048] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3049] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3050] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3051] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3052] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3053] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3054] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3055] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3056] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3057] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3058] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3059] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3060] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3061] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3062] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3063] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3064] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3065] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3066] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3067] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3068] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3069] Close ('MIX', 'WICC'): Spread 0.15, Profit/Loss -0.00
[3070] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3071] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3072] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3073] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3074] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3075] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3076] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3077] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3078] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3079] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3080] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3081] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3082] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3083] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3084] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3085] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3086] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3087] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3088] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3089] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3090] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3091] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3092] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3093] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3094] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3095] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3096] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3097] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3098] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3099] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3100] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3101] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3102] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3103] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3104] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3105] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3106] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3107] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3108] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3109] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3110] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3111] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3112] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3113] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3114] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3115] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3116] Close ('MIX', 'WICC'): Spread 0.19, Profit/Loss -0.00
[3117] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3118] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3119] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3120] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3121] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3122] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3123] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3124] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3125] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3126] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3127] Close ('MIX', 'WICC'): Spread 0.38, Profit/Loss -0.00
[3128] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3129] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3130] Close ('MIX', 'WICC'): Spread 0.33, Profit/Loss -0.00
[3131] Close ('MIX', 'WICC'): Spread 0.30, Profit/Loss -0.00
[3132] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3133] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3134] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3135] Close ('MIX', 'WICC'): Spread 0.30, Profit/Loss -0.00
[3136] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3137] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3138] Close ('MIX', 'WICC'): Spread 0.34, Profit/Loss -0.00
[3139] Close ('MIX', 'WICC'): Spread 0.35, Profit/Loss -0.00
[3140] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3141] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3142] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3143] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3144] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3145] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3146] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3147] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3148] Close ('MIX', 'WICC'): Spread 0.34, Profit/Loss -0.00
[3149] Close ('MIX', 'WICC'): Spread 0.34, Profit/Loss -0.00
[3150] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3151] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3152] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3153] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3154] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3155] Close ('MIX', 'WICC'): Spread 0.00, Profit/Loss -0.00
[3156] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3157] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3158] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3159] Close ('MIX', 'WICC'): Spread 0.04, Profit/Loss -0.00
[3160] Close ('MIX', 'WICC'): Spread 0.06, Profit/Loss -0.00
[3161] Close ('MIX', 'WICC'): Spread 0.04, Profit/Loss -0.00
[3162] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3163] Close ('MIX', 'WICC'): Spread 0.07, Profit/Loss -0.00
[3164] Close ('MIX', 'WICC'): Spread 0.07, Profit/Loss -0.00
[3165] Close ('MIX', 'WICC'): Spread 0.05, Profit/Loss -0.00
[3166] Close ('MIX', 'WICC'): Spread 0.08, Profit/Loss -0.00
[3167] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3168] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3169] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3170] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3171] Close ('MIX', 'WICC'): Spread 0.06, Profit/Loss -0.00
[3172] Close ('MIX', 'WICC'): Spread 0.04, Profit/Loss -0.00
[3173] Close ('MIX', 'WICC'): Spread 0.07, Profit/Loss -0.00
[3174] Close ('MIX', 'WICC'): Spread 0.08, Profit/Loss -0.00
[3175] Close ('MIX', 'WICC'): Spread 0.07, Profit/Loss -0.00
[3176] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3177] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3178] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3179] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3180] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3181] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3182] Close ('MIX', 'WICC'): Spread 0.13, Profit/Loss -0.00
[3183] Close ('MIX', 'WICC'): Spread 0.13, Profit/Loss -0.00
[3184] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3185] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3186] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3187] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3188] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3189] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3190] Close ('MIX', 'WICC'): Spread 0.10, Profit/Loss -0.00
[3191] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3192] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3193] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3194] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3195] Close ('MIX', 'WICC'): Spread 0.10, Profit/Loss -0.00
[3196] Close ('MIX', 'WICC'): Spread 0.10, Profit/Loss -0.00
[3197] Close ('MIX', 'WICC'): Spread 0.09, Profit/Loss -0.00
[3198] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3199] Close ('MIX', 'WICC'): Spread 0.10, Profit/Loss -0.00
[3200] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3201] Close ('MIX', 'WICC'): Spread 0.13, Profit/Loss -0.00
[3202] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3203] Close ('MIX', 'WICC'): Spread 0.13, Profit/Loss -0.00
[3204] Close ('MIX', 'WICC'): Spread 0.13, Profit/Loss -0.00
[3205] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3206] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3207] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3208] Close ('MIX', 'WICC'): Spread 0.15, Profit/Loss -0.00
[3209] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3210] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3211] Close ('MIX', 'WICC'): Spread 0.15, Profit/Loss -0.00
[3212] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3213] Close ('MIX', 'WICC'): Spread 0.15, Profit/Loss -0.00
[3214] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3215] Close ('MIX', 'WICC'): Spread 0.10, Profit/Loss -0.00
[3216] Close ('MIX', 'WICC'): Spread 0.10, Profit/Loss -0.00
[3217] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3218] Close ('MIX', 'WICC'): Spread 0.11, Profit/Loss -0.00
[3219] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3220] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3221] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3222] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3223] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3224] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3225] Close ('MIX', 'WICC'): Spread 0.12, Profit/Loss -0.00
[3226] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3227] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3228] Close ('MIX', 'WICC'): Spread 0.18, Profit/Loss -0.00
[3229] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3230] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3231] Close ('MIX', 'WICC'): Spread 0.61, Profit/Loss -0.00
[3232] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3233] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3234] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3235] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3236] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3237] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3238] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3239] Close ('MIX', 'WICC'): Spread 0.48, Profit/Loss -0.00
[3240] Close ('MIX', 'WICC'): Spread 0.48, Profit/Loss -0.00
[3241] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3242] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3243] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3244] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3245] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3246] Close ('MIX', 'WICC'): Spread 0.34, Profit/Loss -0.00
[3247] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3248] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3249] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3250] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3251] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3252] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3253] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3254] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3255] Close ('MIX', 'WICC'): Spread 0.38, Profit/Loss -0.00
[3256] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3257] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3258] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3259] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3260] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3261] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3262] Close ('MIX', 'WICC'): Spread 0.35, Profit/Loss -0.00
[3263] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3264] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3265] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3266] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3267] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3268] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3269] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3270] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3271] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3272] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3273] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3274] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3275] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3276] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3277] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3278] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3279] Close ('MIX', 'WICC'): Spread 0.61, Profit/Loss -0.00
[3280] Close ('MIX', 'WICC'): Spread 0.57, Profit/Loss -0.00
[3281] Close ('MIX', 'WICC'): Spread 0.55, Profit/Loss -0.00
[3282] Close ('MIX', 'WICC'): Spread 0.55, Profit/Loss -0.00
[3283] Close ('MIX', 'WICC'): Spread 0.55, Profit/Loss -0.00
[3284] Close ('MIX', 'WICC'): Spread 0.57, Profit/Loss -0.00
[3285] Close ('MIX', 'WICC'): Spread 0.58, Profit/Loss -0.00
[3286] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3287] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3288] Close ('MIX', 'WICC'): Spread 0.53, Profit/Loss -0.00
[3289] Close ('MIX', 'WICC'): Spread 0.53, Profit/Loss -0.00
[3290] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3291] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3292] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3293] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3294] Close ('MIX', 'WICC'): Spread 0.50, Profit/Loss -0.00
[3295] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3296] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3297] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3298] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3299] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3300] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3301] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3302] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3303] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3304] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3305] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3306] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3307] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3308] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3309] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3310] Close ('MIX', 'WICC'): Spread 0.50, Profit/Loss -0.00
[3311] Close ('MIX', 'WICC'): Spread 0.50, Profit/Loss -0.00
[3312] Close ('MIX', 'WICC'): Spread 0.51, Profit/Loss -0.00
[3313] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3314] Close ('MIX', 'WICC'): Spread 0.48, Profit/Loss -0.00
[3315] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3316] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3317] Close ('MIX', 'WICC'): Spread 0.48, Profit/Loss -0.00
[3318] Close ('MIX', 'WICC'): Spread 0.52, Profit/Loss -0.00
[3319] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3320] Close ('MIX', 'WICC'): Spread 0.48, Profit/Loss -0.00
[3321] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3322] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3323] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3324] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3325] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3326] Close ('MIX', 'WICC'): Spread 0.55, Profit/Loss -0.00
[3327] Close ('MIX', 'WICC'): Spread 0.52, Profit/Loss -0.00
[3328] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3329] Close ('MIX', 'WICC'): Spread 0.50, Profit/Loss -0.00
[3330] Close ('MIX', 'WICC'): Spread 0.38, Profit/Loss -0.00
[3331] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3332] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3333] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3334] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3335] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3336] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3337] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3338] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3339] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3340] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3341] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3342] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3343] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3344] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3345] Close ('MIX', 'WICC'): Spread 0.53, Profit/Loss -0.00
[3346] Close ('MIX', 'WICC'): Spread 0.48, Profit/Loss -0.00
[3347] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3348] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3349] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3350] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3351] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3352] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3353] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3354] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3355] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3356] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3357] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3358] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3359] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3360] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3361] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3362] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3363] Close ('MIX', 'WICC'): Spread 0.38, Profit/Loss -0.00
[3364] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3365] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3366] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3367] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3368] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3369] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3370] Close ('MIX', 'WICC'): Spread 0.40, Profit/Loss -0.00
[3371] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3372] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3373] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3374] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3375] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3376] Close ('MIX', 'WICC'): Spread 0.35, Profit/Loss -0.00
[3377] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3378] Close ('MIX', 'WICC'): Spread 0.34, Profit/Loss -0.00
[3379] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3380] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3381] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3382] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3383] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3384] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3385] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3386] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3387] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3388] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3389] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3390] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3391] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3392] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3393] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3394] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3395] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3396] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3397] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3398] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3399] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3400] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3401] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3402] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3403] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3404] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3405] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3406] Close ('MIX', 'WICC'): Spread 0.21, Profit/Loss -0.00
[3407] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3408] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3409] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3410] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3411] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3412] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3413] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3414] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3415] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3416] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3417] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3418] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3419] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3420] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3421] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3422] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3423] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3424] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3425] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3426] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3427] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3428] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3429] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3430] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3431] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3432] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3433] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3434] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3435] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3436] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3437] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3438] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3439] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3440] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3441] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3442] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3443] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3444] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3445] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3446] Close ('MIX', 'WICC'): Spread 0.15, Profit/Loss -0.00
[3447] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3448] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3449] Close ('MIX', 'WICC'): Spread 0.13, Profit/Loss -0.00
[3450] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3451] Close ('MIX', 'WICC'): Spread 0.14, Profit/Loss -0.00
[3452] Close ('MIX', 'WICC'): Spread 0.13, Profit/Loss -0.00
[3453] Close ('MIX', 'WICC'): Spread 0.15, Profit/Loss -0.00
[3454] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3455] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3456] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3457] Close ('MIX', 'WICC'): Spread 0.17, Profit/Loss -0.00
[3458] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3459] Close ('MIX', 'WICC'): Spread 0.23, Profit/Loss -0.00
[3460] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3461] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3462] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3463] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3464] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3465] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3466] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3467] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3468] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3469] Close ('MIX', 'WICC'): Spread 0.35, Profit/Loss -0.00
[3470] Close ('MIX', 'WICC'): Spread 0.32, Profit/Loss -0.00
[3471] Close ('MIX', 'WICC'): Spread 0.35, Profit/Loss -0.00
[3472] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3473] Close ('MIX', 'WICC'): Spread 0.48, Profit/Loss -0.00
[3474] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3475] Close ('MIX', 'WICC'): Spread 0.46, Profit/Loss -0.00
[3476] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3477] Close ('MIX', 'WICC'): Spread 0.41, Profit/Loss -0.00
[3478] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3479] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3480] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3481] Close ('MIX', 'WICC'): Spread 0.22, Profit/Loss -0.00
[3482] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3483] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3484] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3485] Close ('MIX', 'WICC'): Spread 0.30, Profit/Loss -0.00
[3486] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3487] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3488] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3489] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3490] Close ('MIX', 'WICC'): Spread 0.36, Profit/Loss -0.00
[3491] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3492] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3493] Close ('MIX', 'WICC'): Spread 0.52, Profit/Loss -0.00
[3494] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3495] Close ('MIX', 'WICC'): Spread 0.51, Profit/Loss -0.00
[3496] Close ('MIX', 'WICC'): Spread 0.51, Profit/Loss -0.00
[3497] Close ('MIX', 'WICC'): Spread 0.56, Profit/Loss -0.00
[3499] Close ('MIX', 'WICC'): Spread 0.69, Profit/Loss -0.00
[3500] Close ('MIX', 'WICC'): Spread 0.68, Profit/Loss -0.00
[3501] Close ('MIX', 'WICC'): Spread 0.68, Profit/Loss -0.00
[3502] Close ('MIX', 'WICC'): Spread 0.56, Profit/Loss -0.00
[3503] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3504] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3505] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3506] Close ('MIX', 'WICC'): Spread 0.50, Profit/Loss -0.00
[3507] Close ('MIX', 'WICC'): Spread 0.51, Profit/Loss -0.00
[3508] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3509] Close ('MIX', 'WICC'): Spread 0.51, Profit/Loss -0.00
[3510] Close ('MIX', 'WICC'): Spread 0.49, Profit/Loss -0.00
[3511] Close ('MIX', 'WICC'): Spread 0.51, Profit/Loss -0.00
[3512] Close ('MIX', 'WICC'): Spread 0.50, Profit/Loss -0.00
[3513] Close ('MIX', 'WICC'): Spread 0.53, Profit/Loss -0.00
[3514] Close ('MIX', 'WICC'): Spread 0.56, Profit/Loss -0.00
[3515] Close ('MIX', 'WICC'): Spread 0.58, Profit/Loss -0.00
[3516] Close ('MIX', 'WICC'): Spread 0.55, Profit/Loss -0.00
[3517] Close ('MIX', 'WICC'): Spread 0.58, Profit/Loss -0.00
[3518] Close ('MIX', 'WICC'): Spread 0.66, Profit/Loss -0.00
[3519] Close ('MIX', 'WICC'): Spread 0.70, Profit/Loss -0.00
[3590] Close ('MIX', 'WICC'): Spread 0.71, Profit/Loss -0.00
[3591] Close ('MIX', 'WICC'): Spread 0.68, Profit/Loss -0.00
[3592] Close ('MIX', 'WICC'): Spread 0.47, Profit/Loss -0.00
[3593] Close ('MIX', 'WICC'): Spread 0.60, Profit/Loss -0.00
[3594] Close ('MIX', 'WICC'): Spread 0.61, Profit/Loss -0.00
[3595] Close ('MIX', 'WICC'): Spread 0.63, Profit/Loss -0.00
[3596] Close ('MIX', 'WICC'): Spread 0.65, Profit/Loss -0.00
[3597] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3598] Close ('MIX', 'WICC'): Spread 0.53, Profit/Loss -0.00
[3599] Close ('MIX', 'WICC'): Spread 0.57, Profit/Loss -0.00
[3600] Close ('MIX', 'WICC'): Spread 0.62, Profit/Loss -0.00
[3601] Close ('MIX', 'WICC'): Spread 0.56, Profit/Loss -0.00
[3602] Close ('MIX', 'WICC'): Spread 0.58, Profit/Loss -0.00
[3603] Close ('MIX', 'WICC'): Spread 0.65, Profit/Loss -0.00
[3604] Close ('MIX', 'WICC'): Spread 0.59, Profit/Loss -0.00
[3605] Close ('MIX', 'WICC'): Spread 0.57, Profit/Loss -0.00
[3606] Close ('MIX', 'WICC'): Spread 0.60, Profit/Loss -0.00
[3607] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3608] Close ('MIX', 'WICC'): Spread 0.52, Profit/Loss -0.00
[3609] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3610] Close ('MIX', 'WICC'): Spread 0.60, Profit/Loss -0.00
[3611] Close ('MIX', 'WICC'): Spread 0.54, Profit/Loss -0.00
[3612] Close ('MIX', 'WICC'): Spread 0.43, Profit/Loss -0.00
[3613] Close ('MIX', 'WICC'): Spread 0.44, Profit/Loss -0.00
[3614] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3615] Close ('MIX', 'WICC'): Spread 0.45, Profit/Loss -0.00
[3616] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3617] Close ('MIX', 'WICC'): Spread 0.42, Profit/Loss -0.00
[3618] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3619] Close ('MIX', 'WICC'): Spread 0.39, Profit/Loss -0.00
[3620] Close ('MIX', 'WICC'): Spread 0.37, Profit/Loss -0.00
[3621] Close ('MIX', 'WICC'): Spread 0.20, Profit/Loss -0.00
[3622] Close ('MIX', 'WICC'): Spread 0.16, Profit/Loss -0.00
[3623] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3624] Close ('MIX', 'WICC'): Spread 0.26, Profit/Loss -0.00
[3625] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3626] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3627] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3628] Close ('MIX', 'WICC'): Spread 0.30, Profit/Loss -0.00
[3629] Close ('MIX', 'WICC'): Spread 0.31, Profit/Loss -0.00
[3630] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3631] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3632] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3633] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3634] Close ('MIX', 'WICC'): Spread 0.30, Profit/Loss -0.00
[3635] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3636] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3637] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3638] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3639] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3640] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3641] Close ('MIX', 'WICC'): Spread 0.28, Profit/Loss -0.00
[3642] Close ('MIX', 'WICC'): Spread 0.30, Profit/Loss -0.00
[3643] Close ('MIX', 'WICC'): Spread 0.29, Profit/Loss -0.00
[3644] Close ('MIX', 'WICC'): Spread 0.27, Profit/Loss -0.00
[3645] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3646] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3647] Close ('MIX', 'WICC'): Spread 0.24, Profit/Loss -0.00
[3648] Close ('MIX', 'WICC'): Spread 0.25, Profit/Loss -0.00
[3649] Sell ('HER', 'RTE'): Spread 0.23, Quantity 22587.69
[3676] Close ('HER', 'RTE'): Spread -0.48, Profit/Loss 16065.98
[3677] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[3678] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[3679] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3680] Close ('HER', 'RTE'): Spread -0.46, Profit/Loss -0.00
[3681] Close ('HER', 'RTE'): Spread -0.50, Profit/Loss -0.00
[3682] Close ('HER', 'RTE'): Spread -0.54, Profit/Loss -0.00
[3683] Close ('HER', 'RTE'): Spread -0.58, Profit/Loss -0.00
[3684] Close ('HER', 'RTE'): Spread -0.58, Profit/Loss -0.00
[3685] Close ('HER', 'RTE'): Spread -0.61, Profit/Loss -0.00
[3686] Close ('HER', 'RTE'): Spread -0.58, Profit/Loss -0.00
[3687] Close ('HER', 'RTE'): Spread -0.64, Profit/Loss -0.00
[3688] Close ('HER', 'RTE'): Spread -0.73, Profit/Loss -0.00
[3689] Close ('HER', 'RTE'): Spread -0.69, Profit/Loss -0.00
[3690] Close ('HER', 'RTE'): Spread -0.69, Profit/Loss -0.00
[3691] Close ('HER', 'RTE'): Spread -0.73, Profit/Loss -0.00
[3692] Close ('HER', 'RTE'): Spread -0.71, Profit/Loss -0.00
[3693] Close ('HER', 'RTE'): Spread -0.56, Profit/Loss -0.00
[3694] Close ('HER', 'RTE'): Spread -0.65, Profit/Loss -0.00
[3695] Close ('HER', 'RTE'): Spread -0.63, Profit/Loss -0.00
[3696] Close ('HER', 'RTE'): Spread -0.55, Profit/Loss -0.00
[3697] Close ('HER', 'RTE'): Spread -0.53, Profit/Loss -0.00
[3698] Close ('HER', 'RTE'): Spread -0.50, Profit/Loss -0.00
[3699] Close ('HER', 'RTE'): Spread -0.56, Profit/Loss -0.00
[3700] Close ('HER', 'RTE'): Spread -0.53, Profit/Loss -0.00
[3701] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[3702] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3703] Close ('HER', 'RTE'): Spread -0.62, Profit/Loss -0.00
[3704] Close ('HER', 'RTE'): Spread -0.62, Profit/Loss -0.00
[3705] Close ('HER', 'RTE'): Spread -0.55, Profit/Loss -0.00
[3706] Close ('HER', 'RTE'): Spread -0.57, Profit/Loss -0.00
[3707] Close ('HER', 'RTE'): Spread -0.69, Profit/Loss -0.00
[3708] Close ('HER', 'RTE'): Spread -0.64, Profit/Loss -0.00
[3709] Close ('HER', 'RTE'): Spread -0.63, Profit/Loss -0.00
[3710] Close ('HER', 'RTE'): Spread -0.69, Profit/Loss -0.00
[3711] Close ('HER', 'RTE'): Spread -0.68, Profit/Loss -0.00
[3712] Close ('HER', 'RTE'): Spread -0.71, Profit/Loss -0.00
[3713] Close ('HER', 'RTE'): Spread -0.66, Profit/Loss -0.00
[3714] Close ('HER', 'RTE'): Spread -0.65, Profit/Loss -0.00
[3715] Close ('HER', 'RTE'): Spread -0.69, Profit/Loss -0.00
[3716] Close ('HER', 'RTE'): Spread -0.67, Profit/Loss -0.00
[3717] Close ('HER', 'RTE'): Spread -0.84, Profit/Loss -0.00
[3718] Close ('HER', 'RTE'): Spread -0.88, Profit/Loss -0.00
[3719] Close ('HER', 'RTE'): Spread -0.66, Profit/Loss -0.00
[3720] Close ('HER', 'RTE'): Spread -0.52, Profit/Loss -0.00
[3721] Close ('HER', 'RTE'): Spread -0.54, Profit/Loss -0.00
[3722] Close ('HER', 'RTE'): Spread -0.48, Profit/Loss -0.00
[3723] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3724] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3725] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3727] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3728] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3729] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3730] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3734] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3735] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3738] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3739] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[3740] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3741] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[3742] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3746] Close ('HER', 'RTE'): Spread -0.48, Profit/Loss -0.00
[3747] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3748] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[3749] Close ('HER', 'RTE'): Spread -0.47, Profit/Loss -0.00
[3750] Close ('HER', 'RTE'): Spread -0.51, Profit/Loss -0.00
[3751] Close ('HER', 'RTE'): Spread -0.46, Profit/Loss -0.00
[3752] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3753] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3754] Close ('HER', 'RTE'): Spread -0.46, Profit/Loss -0.00
[3755] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3756] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3757] Close ('HER', 'RTE'): Spread -0.46, Profit/Loss -0.00
[3758] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3759] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[3760] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[3761] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3762] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3763] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[3764] Close ('HER', 'RTE'): Spread -0.61, Profit/Loss -0.00
[3765] Close ('HER', 'RTE'): Spread -0.46, Profit/Loss -0.00
[3766] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3767] Close ('HER', 'RTE'): Spread -0.49, Profit/Loss -0.00
[3768] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[3769] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3770] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3771] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3772] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3773] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3774] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3775] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3776] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3777] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3778] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3779] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3780] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3781] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3782] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3787] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3788] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3789] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3790] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[3791] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3792] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3793] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3794] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3795] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3830] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3871] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3872] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3873] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3874] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3875] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[3881] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3882] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3883] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3884] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3885] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3886] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3887] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3888] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3889] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3890] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3891] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[3892] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3893] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3894] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3895] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3896] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3897] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3898] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3899] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[3900] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3901] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3902] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3903] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3904] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[3905] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3906] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3907] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3908] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3909] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3910] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3911] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3912] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3913] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3914] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3915] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3916] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3917] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3918] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3919] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3920] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3921] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3922] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3923] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3924] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3925] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3926] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3927] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3928] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3929] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3930] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3931] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3932] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3933] Close ('HER', 'RTE'): Spread -0.50, Profit/Loss -0.00
[3934] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3935] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[3936] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[3937] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3938] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3939] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3940] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3941] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3942] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3943] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3944] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3945] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3946] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3947] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3948] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3949] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3950] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3951] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3952] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3953] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[3954] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3955] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[3956] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3957] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3958] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3959] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3960] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3961] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3962] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[3963] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3964] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3965] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3966] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3967] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3968] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3969] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3970] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[3971] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3972] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3973] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3974] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3975] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[3976] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3977] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3978] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3979] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3980] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3981] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3982] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3983] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3984] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3985] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3986] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3987] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3988] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3989] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[3990] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3991] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3992] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[3993] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3994] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3995] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[3996] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3997] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[3998] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[3999] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4000] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4001] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4002] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4003] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4004] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4005] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4006] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4007] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4008] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4009] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4010] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4011] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4012] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[4013] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4014] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4015] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4016] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[4017] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4018] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4019] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4020] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4021] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4022] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[4023] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[4024] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[4025] Close ('HER', 'RTE'): Spread -0.45, Profit/Loss -0.00
[4026] Close ('HER', 'RTE'): Spread -0.44, Profit/Loss -0.00
[4027] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4028] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4029] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4030] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4031] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4032] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4033] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4034] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4035] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4036] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4037] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4038] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4039] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4040] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4041] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4042] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4043] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4044] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4045] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4046] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4047] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4048] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4049] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4050] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4051] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4052] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4053] Close ('HER', 'RTE'): Spread -0.42, Profit/Loss -0.00
[4054] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4055] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4056] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4057] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4058] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4059] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4060] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4061] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4062] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4063] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4064] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4065] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4066] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4067] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4068] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4069] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4070] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4071] Close ('HER', 'RTE'): Spread -0.43, Profit/Loss -0.00
[4072] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4073] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4074] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4075] Close ('HER', 'RTE'): Spread -0.41, Profit/Loss -0.00
[4076] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4077] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4078] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4079] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4080] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4081] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4082] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4083] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4084] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4085] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4086] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4087] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4088] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4089] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4090] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4091] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4092] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4093] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4094] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4095] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4096] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4097] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4098] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4099] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4100] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4101] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4102] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4103] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4104] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4105] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4106] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4107] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4108] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4109] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4110] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4111] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4112] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4113] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4114] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4115] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4116] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4117] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4118] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4119] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4120] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4121] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4122] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4123] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4124] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4126] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[4127] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[4153] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4154] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4155] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[4238] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4239] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4240] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4241] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4242] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4243] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4244] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4245] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4246] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4247] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4616] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[4639] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4640] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[4651] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4652] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4653] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4654] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4655] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4656] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[4659] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4660] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4661] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4662] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4665] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4666] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4667] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4668] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4669] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4670] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4671] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4672] Close ('HER', 'RTE'): Spread -0.40, Profit/Loss -0.00
[4673] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4674] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4675] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4676] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4677] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4678] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4679] Close ('HER', 'RTE'): Spread -0.34, Profit/Loss -0.00
[4683] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4684] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4685] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4687] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4688] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4689] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4690] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4696] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4697] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4698] Close ('HER', 'RTE'): Spread -0.38, Profit/Loss -0.00
[4700] Close ('HER', 'RTE'): Spread -0.39, Profit/Loss -0.00
[4701] Close ('HER', 'RTE'): Spread -0.36, Profit/Loss -0.00
[4753] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4754] Close ('HER', 'RTE'): Spread -0.37, Profit/Loss -0.00
[4755] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4756] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4757] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[4758] Close ('HER', 'RTE'): Spread -0.35, Profit/Loss -0.00
[End] Close ('BERRY', 'DXT'): Spread -0.33, Profit/Loss 5451.84
[End] Close ('MIX', 'PINK'): Spread -0.33, Profit/Loss 5297.28
[End] Close ('KNT', 'MIOTA'): Spread -0.33, Profit/Loss 5964.44
Final portfolio value: 137175.86
Asset1 Asset2 Spread Quantity Action
Date
1970-01-01 00:00:00.000000009 BERRY DXT 3.706978 1348.807727 Sell
1970-01-01 00:00:00.000001199 MIX PINK 5.634136 887.447449 Sell
1970-01-01 00:00:00.000001885 KNT MIOTA 1.736696 2879.029721 Sell
1970-01-01 00:00:00.000002963 MIX WICC 5.783306 864.557426 Sell
1970-01-01 00:00:00.000003014 MIX WICC 0.698255 -864.557426 Close
... ... ... ... ... ...
1970-01-01 00:00:00.000004757 HER RTE -0.345141 0.000000 Close
1970-01-01 00:00:00.000004758 HER RTE -0.347761 0.000000 Close
1970-01-01 00:00:00.000004766 BERRY DXT -0.334989 -1348.807727 Close
1970-01-01 00:00:00.000004766 MIX PINK -0.334989 -887.447449 Close
1970-01-01 00:00:00.000004766 KNT MIOTA -0.334989 -2879.029721 Close
[976 rows x 5 columns]
In [ ]:
trades_df.to_csv('backtest_results.csv')
In [ ]:
trades_df['Action'].value_counts()
Out[ ]:
| count | |
|---|---|
| Action | |
| Close | 971 |
| Sell | 5 |
In [ ]:
# 1. Portfolio Value Over Time
import plotly.graph_objects as go
fig1 = go.Figure()
fig1.add_trace(go.Scatter(x=signals_dict[(five_selected_pairs[0].split('-')[0], five_selected_pairs[0].split('-')[1])].index, y=portfolio_values,
mode='lines', name='Portfolio Value', line=dict(color='blue')))
fig1.update_layout(title='Portfolio Value Over Time',
xaxis_title='Date',
yaxis_title='Portfolio Value',
template='plotly_white')
In [ ]:
for pair, signals in signals_dict.items():
fig2 = go.Figure()
fig2.add_trace(go.Scatter(x=signals.index, y=signals['Spread_Prediction'],
mode='lines', name='Predicted Spread', line=dict(color='blue')))
fig2.add_trace(go.Scatter(x=signals.index, y=signals['Actual_Spread'],
mode='lines', name='Actual Spread', line=dict(color='red')))
fig2.update_layout(title=f'Predicted vs. Actual Spread for {pair}',
xaxis_title='Date',
yaxis_title='Spread',
template='plotly_white')
fig2.show()
In [ ]:
if not trades_df.empty:
fig3 = px.histogram(trades_df, x='Spread', color='Action',
title='Trade Performance (Profit/Loss Distribution)',
labels={'Spread': 'Profit/Loss'},
template='plotly_white')
fig3.show()
In [ ]:
# prompt: give me stats printing code of backtesting
def print_backtest_stats(final_portfolio_value, portfolio_values, trades_df):
"""Prints various statistics from the backtest."""
print("Backtest Results:")
print(f"Final Portfolio Value: ${final_portfolio_value:.2f}")
print(f"Total Return: {((final_portfolio_value / 100000) - 1) * 100:.2f}%") # Assuming initial capital is 100000
if not trades_df.empty:
print(f"Number of Trades: {len(trades_df)}")
print(f"Average Trade Profit/Loss: ${trades_df['Spread'].mean():.2f}")
print(f"Maximum Trade Profit/Loss: ${trades_df['Spread'].max():.2f}")
print(f"Minimum Trade Profit/Loss: ${trades_df['Spread'].min():.2f}")
print(f"Winning Trades Percentage: {len(trades_df[trades_df['Spread'] > 0]) / len(trades_df) * 100:.2f}%")
# Call the function to print the stats after backtesting
print_backtest_stats(final_portfolio_value, portfolio_values, trades_df)
Backtest Results: Final Portfolio Value: $137175.86 Total Return: 37.18% Number of Trades: 976 Average Trade Profit/Loss: $0.02 Maximum Trade Profit/Loss: $5.78 Minimum Trade Profit/Loss: $-0.88 Winning Trades Percentage: 56.86%
In [ ]:
import plotly.graph_objects as go
# Iterate over each pair and their corresponding signals
for pair, signals in signals_dict.items():
fig = go.Figure()
# Plot actual spread
fig.add_trace(go.Scatter(
x=signals.index,
y=signals['Actual_Spread'],
mode='lines',
name='Actual Spread',
line=dict(color='black')
))
# Plot predicted spread
fig.add_trace(go.Scatter(
x=signals.index,
y=signals['Spread_Prediction'],
mode='lines',
name='Predicted Spread',
line=dict(color='blue')
))
# Highlight buy signals (Signal == 1)
buy_signals = signals[signals['Signal'] == 1]
fig.add_trace(go.Scatter(
x=buy_signals.index,
y=buy_signals['Actual_Spread'],
mode='markers',
name='Buy Signals',
marker=dict(color='red', size=10)
))
# Highlight close signals (Signal == 0)
close_signals = signals[signals['Signal'] == 0] # Assuming close signals are represented as 0
fig.add_trace(go.Scatter(
x=close_signals.index,
y=close_signals['Actual_Spread'],
mode='markers',
name='Close Signals',
marker=dict(color='orange', size=10) # Use orange for close signals
))
# Highlight sell signals (Signal == -1)
sell_signals = signals[signals['Signal'] == -1]
fig.add_trace(go.Scatter(
x=sell_signals.index,
y=sell_signals['Actual_Spread'],
mode='markers',
name='Sell Signals',
marker=dict(color='green', size=10)
))
# Update layout for the figure
fig.update_layout(
title=f'Buy/Sell Signals for {pair}',
xaxis_title='Date',
yaxis_title='Spread',
template='plotly_white'
)
# Show the figure
fig.show()
In [ ]:
# prompt: def visualize_buy_sell_signals(signals_df)
def visualize_buy_sell_signals(signals_df):
"""
Visualizes buy and sell signals on a chart for a given DataFrame of signals.
Args:
signals_df: A Pandas DataFrame containing the following columns:
- 'Actual_Spread': The actual spread value.
- 'Spread_Prediction': The predicted spread value.
- 'Signal': The trading signal (1 for buy, -1 for sell, 0 for hold).
"""
fig = go.Figure()
#Add bar chart
fig.add_trace(go.Bar(
x=signals_df.index,
y=signals_df['Actual_Spread'],
name='Spread Prediction',
marker=dict(color='lightblue')
))
# Plot actual spread
fig.add_trace(go.Scatter(
x=signals_df.index,
y=signals_df['Actual_Spread'],
mode='lines',
name='Actual Spread',
line=dict(color='black')
))
# Plot predicted spread
fig.add_trace(go.Scatter(
x=signals_df.index,
y=signals_df['Spread_Prediction'],
mode='lines',
name='Predicted Spread',
line=dict(color='blue')
))
# Highlight buy signals (Signal == 1)
buy_signals = signals_df[signals_df['Signal'] == 1]
fig.add_trace(go.Scatter(
x=buy_signals.index,
y=buy_signals['Actual_Spread'],
mode='markers',
name='Buy Signals',
marker=dict(color='red', size=10)
))
# Highlight close signals (Signal == 0)
close_signals = signals_df[signals_df['Signal'] == 0] # Assuming close signals are represented as 0
fig.add_trace(go.Scatter(
x=close_signals.index,
y=close_signals['Actual_Spread'],
mode='markers',
name='Close Signals',
marker=dict(color='orange', size=10) # Use orange for close signals
))
# Highlight sell signals (Signal == -1)
sell_signals = signals_df[signals_df['Signal'] == -1]
fig.add_trace(go.Scatter(
x=sell_signals.index,
y=sell_signals['Actual_Spread'],
mode='markers',
name='Sell Signals',
marker=dict(color='green', size=10)
))
# Update layout for the figure
fig.update_layout(
title='Buy/Sell Signals',
xaxis_title='Date',
yaxis_title='Spread',
template='plotly_white'
)
# Show the figure
fig.show()
# Example usage: Visualize signals for each pair
for pair, signals in signals_dict.items():
visualize_buy_sell_signals(signals)
In [ ]: